Correlação Dados Históricos Reservatórios

91
9/27/2013 POLI/UPE Exercício como parte da nota do curso de Probabilidade e Estatística Aplicada - 2013.2 Daniel Anjos e Silva

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Estudo de Correlação dos dados históricos no Reservatório.

Transcript of Correlação Dados Históricos Reservatórios

Page 1: Correlação Dados Históricos Reservatórios

9/27/2013

POLI/UPE Exercício como parte da nota do curso de Probabilidade e Estatística Aplicada - 2013.2

Daniel Anjos e Silva

Page 2: Correlação Dados Históricos Reservatórios

PORTO PRIMAVERA (246)

ANO JAN FEV MAR ABR MAI JUN JUL AGO SET

1931 12183 19272 18622 13889 9240 7058 5639 4602 5067

1932 11767 12784 10591 7634 5746 5511 4445 3708 3198

1933 13205 10610 8277 7296 5487 4309 3856 3331 3108

1934 8958 6945 6843 5378 4144 3125 2677 2309 2583

1935 10903 14118 12065 10914 7170 5601 4287 4282 3734

1936 7134 4929 10924 7457 5326 3935 3340 3105 3665

1937 12476 8297 7784 7039 5672 5034 3585 2980 2682

1938 11006 8875 8019 6317 5220 4311 3852 3196 2911

1939 11595 11720 6633 5736 5295 4324 3569 3013 2665

1940 11009 15090 12733 7315 5950 4437 3563 2987 2521

1941 9803 7087 6072 6413 3799 3549 3363 3143 3451

1942 8748 9282 13102 9497 6470 6761 4978 3586 3412

1943 15124 14547 13494 8087 5447 5046 3965 3254 3074

1944 6410 8780 10155 6397 4702 3613 3090 2628 2325

1945 6248 13460 11348 11518 6469 5025 4833 3315 2855

1946 15908 12436 14508 9602 6550 5635 5908 4084 3359

1947 10102 11812 18857 12082 7316 5619 4940 4209 4938

1948 10910 11684 12201 8660 5242 4799 3699 3516 2950

1949 8862 13519 10862 7280 5648 4511 3714 3161 2663

1950 8338 14288 12429 8536 5834 4526 3846 3012 2596

1951 12203 15593 14313 9777 5892 4995 4100 3489 2987

1952 6499 10466 15530 8999 5214 4781 3874 3097 2898

1953 4888 4796 6241 7233 4423 3621 2934 2545 2746

1954 5584 8714 5632 4610 5245 4563 3099 2450 2156

1955 6865 5143 5513 5539 3462 3707 2933 2390 2416

1956 7479 4986 7183 5467 6008 7356 4713 5057 3669

1957 10688 12414 12381 11625 7164 5391 5320 4888 5784

1958 8020 12609 10286 8408 6950 6615 5102 3923 4357

1959 11569 10452 11141 8751 5523 4650 3758 3565 2948

1960 9781 12210 12318 8163 6224 4848 4248 3793 3102

1961 15293 15572 18046 10723 8577 6032 4622 3869 3540

1962 9487 12889 13472 8234 5975 5270 4188 3615 3849

1963 14574 12801 9093 6063 4424 3989 3353 3004 2737

1964 5426 11464 8433 5760 4538 3316 3233 2771 2556

1965 12517 15091 18529 11058 7782 5914 5119 4172 3215

1966 14338 14992 15260 10328 8002 6170 4961 4214 3845

1967 14350 15730 13530 9680 6791 5886 4666 3785 3593

1968 11753 9455 10817 6657 5134 4166 3573 3436 3232

1969 6144 7582 6757 5021 3536 3163 2627 2236 1881

1970 9892 11101 13261 7124 5303 3995 3701 2922 3588

1971 4432 3600 4895 4151 3311 3155 2992 2341 2179

1972 8695 12546 11620 7742 5083 4437 4412 3679 3279

1973 11521 11327 9346 10809 6597 5331 4592 3643 3410

1974 13598 9985 12544 12911 7789 6473 5418 4596 3615

1975 11477 9734 8206 7806 5239 4041 4003 3322 2794

1976 9426 11164 11486 9211 6829 6880 5826 5385 6207

1977 15686 16018 8987 9935 6867 6098 4905 3797 4761

1978 15545 9638 11560 7762 6571 6698 5424 4412 4471

1979 13285 16335 12005 8648 7286 5959 5371 4763 5892

1980 14977 17562 13464 11052 7884 6437 5978 4737 4865

1981 14138 11164 9026 8436 6148 5981 4531 4243 3537

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1982 15703 16370 19052 14568 9418 8984 8069 6328 5595

1983 22795 26596 20786 16647 13015 17548 10374 7802 9601

1984 15497 11948 9540 9922 8376 5996 5128 5263 5686

1985 13246 15651 15613 11826 8348 6676 5783 4987 4764

1986 10445 10156 10521 7424 6524 5188 4552 5058 4255

1987 12202 14522 11541 9277 8067 7136 5358 4308 4437

1988 10683 12799 14720 10573 7916 7200 5146 4451 3959

1989 13206 14588 12561 8738 6523 5709 5087 5505 5288

1990 18097 8799 9363 7988 6787 4998 4840 4445 5107

1991 9720 15009 13977 15719 9336 6644 5650 4659 3989

1992 11110 16751 11496 10645 9892 6276 5218 4530 5862

1993 9211 14062 12415 10543 6876 6598 4815 4577 4882

1994 13783 12311 12555 9538 6797 5577 4864 4068 3451

1995 10122 18944 12229 10219 7609 5470 4918 3890 3410

1996 11465 8434 11579 7660 5814 4513 4049 3660 4515

1997 18334 16522 10983 8651 6762 8615 5602 4322 3970

1998 8518 11226 12301 9306 6923 5558 4198 4579 4040

1999 14482 11908 13605 7900 5893 5397 4501 3700 3955

2000 11537 15010 14577 9183 6222 5347 4768 4705 6154

2001 8686 8530 8018 6495 5218 4676 3999 3380 3592

2002 12969 16121 11996 7679 6155 4951 4606 3981 4065

2003 12549 14283 10860 10030 6289 5429 4422 3856 3585

2004 8930 13700 13763 10386 8130 7170 5637 4338 3480

2005 15167 13098 11639 8522 6805 6698 5008 4013 4046

2006 10958 12149 14227 12165 7226 5931 5214 4500 4545

2007 22358 21445 11798 8166 6798 5986 5470 4835 3343

2008 8550 15058 15181 12621 8654 6752 5397 4776 3798

2009 10945 14730 10906 10738 6789 5913 5471 5155 6523

2010 16645 13855 12634 10387 6617 5710 4894 3881 3733

2011 16233 11046 21903 13428 8575 7192 5787 4809 3909

MIN 4432 3600 4895 4151 3311 3125 2627 2236 1881

MED 11543 12448 11836 9033 6504 5586 4612 3950 3845

MAX 22795 26596 21903 16647 13015 17548 10374 7802 9601

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OUT NOV DEZ MED

4836 5077 7820 9442

4629 4770 9739 7044

3701 3528 6630 6112

2906 2740 6533 4595

6277 4974 6224 7546

2965 3696 7030 5292

4154 6284 10030 6335

3789 4591 8299 5866

2808 4996 7498 5821

2884 5865 6355 6726

4127 5116 7860 5315

3739 4892 7255 6810

4603 6393 6661 7475

2402 4542 4694 4978

3287 5444 11214 7085

4140 4411 6038 7715

4643 4434 8441 8116

3334 4241 7708 6579

3143 4293 6579 6186

3877 6210 9043 6878

3353 3390 5099 7099

3500 4890 4913 6222

3976 4564 6206 4514

2298 2970 4374 4308

2481 3675 6439 4214

3156 4219 7926 5602

4339 5313 8083 7783

4378 4934 6022 6800

3244 4478 5898 6331

3578 5651 8180 6841

3349 5081 5434 8345

5328 5384 10050 7312

2812 3783 3150 5815

3551 4851 7144 5254

5336 6195 10617 8795

4600 7347 7861 8493

3526 5733 8518 7982

3351 4024 7076 6056

2918 6934 6634 4619

3994 4359 4240 6123

3341 3827 8094 3860

7028 8394 8884 7150

4540 6899 8815 7236

4190 4339 7248 7726

4179 5843 8827 6289

6784 8126 12305 8302

4605 6690 11758 8342

4286 6941 10420 7811

5751 6572 9175 8420

4846 5851 10939 9049

5727 9787 13143 7988

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7600 8415 13336 11120

11155 11775 14959 15254

5092 5159 9657 8105

4377 5588 6184 8587

3882 4272 8238 6710

5219 6487 10238 8233

4884 6182 7144 7971

4187 5826 11641 8238

5356 5156 5592 7211

5816 4763 7045 8527

7028 9273 10236 9026

5545 4371 7500 7616

3418 5007 7275 7387

4773 4874 6069 7711

4015 6708 9133 6795

4386 6258 10766 8764

5834 5852 8487 7235

3103 4247 6073 7064

3855 5925 9405 8057

4506 5806 8659 5964

3024 4690 6542 7232

3591 4723 7376 7249

4632 5370 8303 7820

4100 5103 12673 8073

6037 5957 12221 8428

3244 5341 6512 8775

4592 5106 6600 8090

6436 7190 13850 8720

5454 6084 8513 8201

5214 5502 8095 9308

2298 2740 3150 3860

4382 5488 8191 7285

11155 11775 14959 15254

Page 6: Correlação Dados Históricos Reservatórios

CORRELAÇÃOJAN FEV MAR ABR MAI JUN JUL AGO SET

JAN 1 0.607565 0.392724 0.381136 0.506149 0.54586 0.600708 0.553633 0.464861

FEV 0.607565 1 0.677172 0.661946 0.734328 0.639939 0.699326 0.605729 0.523777

MAR 0.392724 0.677172 1 0.780221 0.723568 0.585105 0.671896 0.5899 0.485561

ABR 0.381136 0.661946 0.780221 1 0.868386 0.687293 0.796959 0.718432 0.611408

MAI 0.506149 0.734328 0.723568 0.868386 1 0.832248 0.881821 0.830284 0.723599

JUN 0.54586 0.639939 0.585105 0.687293 0.832248 1 0.913603 0.819854 0.729249

JUL 0.600708 0.699326 0.671896 0.796959 0.881821 0.913603 1 0.908637 0.796751

AGO 0.553633 0.605729 0.5899 0.718432 0.830284 0.819854 0.908637 1 0.863334

SET 0.464861 0.523777 0.485561 0.611408 0.723599 0.729249 0.796751 0.863334 1

OUT 0.352625 0.496912 0.451353 0.642708 0.689755 0.713183 0.747814 0.725626 0.746054

NOV 0.374603 0.452674 0.315811 0.407959 0.511035 0.584381 0.59202 0.537169 0.56645

DEZ 0.295831 0.29475 0.187476 0.373536 0.411603 0.521945 0.564911 0.558723 0.581589

Maiores valores Mensais0.607565 0.734328 0.780221 0.868386 0.881821 0.913603 0.913603 0.908637 0.863334

JUN JUL

Maiores valores Mensais0.295831 0.29475 0.187476 0.373536 0.411603 0.521945 0.564911 0.537169 0.464861

MAR

A melhor Correlação

acontece quando se compara estes dois

meses

A pior Correlação acontece quando se compara estes dois

meses

Page 7: Correlação Dados Históricos Reservatórios

CORRELAÇÃOOUT NOV DEZ0.352625 0.374603 0.295831

0.496912 0.452674 0.29475

0.451353 0.315811 0.187476

0.642708 0.407959 0.373536

0.689755 0.511035 0.411603

0.713183 0.584381 0.521945

0.747814 0.59202 0.564911

0.725626 0.537169 0.558723

0.746054 0.56645 0.581589

1 0.754651 0.633315

0.754651 1 0.70156

0.633315 0.70156 1

Maior Correlação0.754651 0.754651 0.70156 0.913602750180677

Menor Correlação0.352625 0.315811 0.187476 0.187476338102932

DEZ

Page 8: Correlação Dados Históricos Reservatórios

JAN FEV

EXP LINEAR LOGANO JAN FEV Y EPM Y EPM Y EPM1931 12183 19272 18028.04 47.98% 17306.83 42.06% 16312.44 33.90%1932 11767 12784 12638.03 7.40% 13228.27 12.42% 13495.45 14.69%1933 13205 10610 11219.84 15.03% 11861.63 10.17% 12216.19 7.49%1934 8958 6945 9179.981 2.48% 9557.691 6.69% 9307.812 3.91%1935 10903 14118 13595.61 24.70% 14066.87 29.02% 14176.64 30.03%1936 7134 4929 8220.649 15.23% 8290.369 16.21% 6954.576 2.52%1937 12476 8297 9885.283 20.77% 10407.6 16.58% 10528.55 15.61%1938 11006 8875 10203.11 7.30% 10770.95 2.14% 10990.74 0.14%1939 11595 11720 11922.85 2.83% 12559.41 8.32% 12899.06 11.25%1940 11009 15090 14338.72 30.25% 14677.9 33.33% 14633.6 32.92%1941 9803 7087 9251.629 5.62% 9646.956 1.59% 9446.721 3.63%1942 8748 9282 10433.02 19.26% 11026.8 26.05% 11298.47 29.15%1943 15124 14547 13918.72 7.97% 14336.55 5.21% 14382.08 4.91%1944 6410 8780 10150.18 58.35% 10711.23 67.10% 10916.88 70.31%1945 6248 13460 13114.54 109.90% 13653.23 118.52% 13849.08 121.66%1946 15908 12436 12399.52 22.05% 13009.51 18.22% 13306.03 16.36%1947 10102 11812 11983.05 18.62% 12617.24 24.90% 12952.73 28.22%1948 10910 11684 11899.37 9.07% 12536.78 14.91% 12877.95 18.04%1949 8862 13519 13156.97 48.47% 13690.31 54.48% 13879.1 56.61%1950 8338 14288 13722.74 64.58% 14173.73 69.99% 14258.79 71.01%1951 12203 15593 14739.09 20.78% 14994.1 22.87% 14858.63 21.76%1952 6499 10466 11131.73 71.28% 11771.1 81.12% 12122.41 86.53%1953 4888 4796 8161.005 66.96% 8206.761 67.90% 6766.845 38.44%1954 5584 8714 10113.57 81.12% 10669.74 91.08% 10865.1 94.58%1955 6865 5143 8317.532 21.16% 8424.896 22.72% 7246.258 5.55%1956 7479 4986 8246.343 10.26% 8326.201 11.33% 7033.486 5.96%1957 10688 12414 12384.59 15.87% 12995.68 21.59% 13293.88 24.38%1958 8020 12609 12517.52 56.08% 13118.26 63.57% 13400.85 67.09%1959 11569 10452 11123.2 3.85% 11762.3 1.67% 12113.22 4.70%1960 9781 12210 12247.03 25.21% 12867.44 31.56% 13180.16 34.75%1961 15293 15572 14722.15 3.73% 14980.9 2.04% 14849.38 2.90%1962 9487 12889 12710.89 33.98% 13294.28 40.13% 13551.58 42.84%1963 14574 12801 12649.8 13.20% 13238.96 9.16% 13504.57 7.34%1964 5426 11464 11756.9 116.68% 12398.48 128.50% 12747.49 134.93%1965 12517 15091 14339.51 14.56% 14678.52 17.27% 14634.05 16.91%

0 5000 10000 15000 20000 250000

5000

10000

15000

20000

25000

30000

f(x) = 6,276.33592764 exp( 0.00005475 x )f(x) = 0.62863161 x + 5,191.84409806f(x) = 6,863.03221063 ln(x) − 51,401.04186650f(x) = 0.00000688 x² + 0.45664055 x + 6,171.86580105

Column C Exponential (Column C)Linear (Column C) Logarithmic (Column C)Polynomial (Column C)

Page 9: Correlação Dados Históricos Reservatórios

1966 14338 14992 14262 0.53% 14616.29 1.94% 14588.88 1.75%1967 14350 15730 14850.06 3.48% 15080.22 5.09% 14918.67 3.96%1968 11753 9455 10532.31 10.39% 11135.56 5.25% 11425.21 2.79%1969 6144 7582 9505.788 54.72% 9958.129 62.08% 9910.078 61.30%1970 9892 11101 11525.55 16.51% 12170.28 23.03% 12526.67 26.63%1971 4432 3600 7643.735 72.47% 7454.918 68.21% 4798.195 8.26%1972 8695 12546 12474.42 43.47% 13078.66 50.42% 13366.47 53.73%1973 11521 11327 11669.05 1.29% 12312.35 6.87% 12664.98 9.93%1974 13598 9985 10842.41 20.26% 11468.73 15.66% 11799.52 13.23%1975 11477 9734 10694.43 6.82% 11310.94 1.45% 11624.79 1.29%1976 9426 11164 11565.37 22.70% 12209.89 29.53% 12565.5 33.31%1977 15686 16018 15086.07 3.82% 15261.27 2.71% 15043.19 4.10%1978 15545 9638 10638.37 31.56% 11250.6 27.63% 11556.77 25.66%1979 13285 16335 15350.19 15.55% 15460.54 16.38% 15177.68 14.25%1980 14977 17562 16416.81 9.61% 16231.87 8.38% 15674.75 4.66%1981 14138 11164 11565.37 18.20% 12209.89 13.64% 12565.5 11.12%1982 15703 16370 15379.63 2.06% 15482.54 1.40% 15192.37 3.25%1983 22795 26596 26921.29 18.10% 21910.93 3.88% 18523.07 18.74%1984 15497 11948 12072.61 22.10% 12702.73 18.03% 13031.3 15.91%1985 13246 15651 14785.97 11.63% 15030.56 13.47% 14884.11 12.37%1986 10445 10156 10944.39 4.78% 11576.23 10.83% 11916.06 14.08%1987 12202 14522 13899.68 13.91% 14320.83 17.36% 14370.28 17.77%1988 10683 12799 12648.41 18.40% 13237.7 23.91% 13503.49 26.40%1989 13206 14588 13950 5.63% 14362.32 8.76% 14401.4 9.05%1990 18097 8799 10160.74 43.85% 10723.17 40.75% 10931.72 39.59%1991 9720 15009 14275.28 46.86% 14626.98 50.48% 14596.66 50.17%1992 11110 16751 15703.81 41.35% 15722.05 41.51% 15350.27 38.17%1993 9211 14062 13553.99 47.15% 14031.66 52.34% 14149.37 53.61%1994 13783 12311 12314.95 10.65% 12930.93 6.18% 13236.7 3.96%1995 10122 18944 17707.18 74.94% 17100.64 68.95% 16194.63 59.99%1996 11465 8434 9959.709 13.13% 10493.72 8.47% 10640.95 7.19%1997 18334 16522 15508.15 15.41% 15578.1 15.03% 15255.8 16.79%1998 8518 11226 11604.7 36.24% 12248.86 43.80% 12603.51 47.96%1999 14482 11908 12046.2 16.82% 12677.59 12.46% 13008.28 10.18%2000 11537 15010 14276.06 23.74% 14627.6 26.79% 14597.11 26.52%2001 8686 8530 10012.2 15.27% 10554.07 21.51% 10718.63 23.40%2002 12969 16121 15171.39 16.98% 15326.01 18.17% 15087.18 16.33%2003 12549 14283 13718.98 9.32% 14170.59 12.92% 14256.39 13.61%2004 8930 13700 13288 48.80% 13804.1 54.58% 13970.38 56.44%2005 15167 13098 12857.17 15.23% 13425.66 11.48% 13661.98 9.92%2006 10958 12149 12206.2 11.39% 12829.09 17.08% 13145.79 19.97%2007 22358.01 21444.66 20305.29 9.18% 18672.64 16.48% 17045.56 23.76%2008 8550.083 15057.55 14313.27 67.41% 14657.49 71.43% 14618.82 70.98%2009 10944.84 14729.58 14058.55 28.45% 14451.33 32.04% 14467.69 32.19%2010 16644.93 13854.93 13401.19 19.49% 13901.49 16.48% 14047.55 15.60%2011 16233.11 11046.2 11491.02 29.21% 12135.83 25.24% 12492.7 23.04%

Page 10: Correlação Dados Históricos Reservatórios

JAN MAR

POLI EXP LINEAR LOG

Y EPM JAN MAR Y EPM Y EPM Y17527.54 43.87% 12183 18622 14672.91 20.44% 14656.1 20.30% 14302.0813133.96 11.62% 11767 10591 10934.33 7.08% 11457.08 2.63% 11670.3311791.32 10.71% 13205 8277 10045.94 23.92% 10535.33 20.22% 10520.699675.078 8.00% 8958 6843 9532.012 6.41% 9964.124 11.23% 9633.461

13990.02 28.31% 10903 12065 11540.76 5.85% 12044.22 10.47% 122788589.797 20.41% 7134 10924 11068.49 55.15% 11589.72 62.46% 11814.710434.23 16.37% 12476 7784 9866.205 20.92% 10338.96 17.13% 10234.3110766.46 2.18% 11006 8019 9951.477 9.58% 10432.56 5.21% 10373.0212468.72 7.54% 11595 6633 9458.99 18.42% 9880.474 14.79% 9488.107

14629.2 32.88% 11009 12733 11826.56 7.43% 12310.31 11.82% 12529.39753.629 0.50% 9803 6072 9266.649 5.47% 9657.008 1.49% 9076.00611003.15 25.78% 8748 13102 11987.45 37.03% 12457.3 42.40% 12662.5214270.53 5.64% 15124 13494 12160.77 19.59% 12613.44 16.60% 1280010711.54 67.11% 6410 10155 10761.14 67.88% 11283.41 76.03% 11474.2913564.71 117.10% 6248 11348 11241.69 79.92% 11758.62 88.20% 11992.2812914.67 18.82% 15908 14508 12620.82 20.66% 13017.35 18.17% 13137.8912525.62 23.99% 10102 18857 14799.72 46.50% 14749.71 46.01% 14360.5612446.48 14.08% 10910 12201 11598.38 6.31% 12098.4 10.89% 12330.27

13602.6 53.49% 8862 10862 11043.39 24.62% 11565.03 30.50% 11788.1614100.88 69.12% 8338 12429 11695.63 40.27% 12189.22 46.19% 12416.6114965.08 22.63% 12203 14313 12531.02 2.69% 12939.68 6.04% 13074.7811704.68 80.10% 6499 15530 13102.12 101.60% 13424.45 106.56% 13455.348520.165 74.31% 4888 6241 9324.176 90.76% 9724.327 98.94% 9204.02810673.46 91.14% 5584 5632 9118.534 63.30% 9481.742 69.80% 8725.2098702.347 26.76% 6865 5513 9078.884 32.25% 9434.34 37.43% 8625.6198619.714 15.25% 7479 7183 9651.435 29.05% 10099.56 35.04% 9859.59412900.86 20.70% 10688 12381 11675.09 9.24% 12170.1 13.87% 12398.5613023.48 62.39% 8020 10286 10812.89 34.82% 11335.59 41.34% 11534.0711696.27 1.10% 11569 11141 11156.79 3.56% 11676.16 0.93% 11906.4312773.15 30.59% 9781 12318 11648.18 19.09% 12145 24.17% 12374.7714950.98 2.24% 15293 18046 14366.65 6.06% 14426.66 5.66% 14155.5513200.45 39.14% 9487 13472 12150.98 28.08% 12604.68 32.86% 12792.3913144.72 9.81% 14574 9093 10350.67 28.98% 10860.38 25.48% 10959.1712310.99 126.89% 5426 8433 10103.5 86.21% 10597.47 95.31% 10607.7714629.87 16.88% 12517 18529 14623.02 16.83% 14619.05 16.79% 14278.73

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f(x) = 7,419.15522632 exp( 0.00003662 x )f(x) = 0.39833384 x + 7,238.32536877f(x) = 4,663.40371390 ln(x) − 31,548.97078626f(x) = − 0.00001936 x² + 0.88233546 x + 4,480.43729629

Column D Exponential (Column D)Linear (Column D) Logarithmic (Column D)Polynomial (Column D)

Page 11: Correlação Dados Históricos Reservatórios

14564.17 1.58% 14338 15260 12973.21 9.52% 13316.9 7.12% 13373.5515057.16 4.93% 14350 13530 12176.82 15.14% 12627.78 12.00% 12812.4311104.45 5.52% 11753 10817 11025.2 6.19% 11547.1 1.75% 11768.810029.62 63.24% 6144 6757 9502.04 54.66% 9929.867 61.62% 9574.48212088.87 22.21% 9892 13261 12057.45 21.89% 12520.63 26.57% 12718.777904.937 78.36% 4432 4895 8875.726 100.26% 9188.17 107.31% 8071.165

12983.8 49.32% 8695 11620 11354.22 30.58% 11866.96 36.48% 12102.7412226.94 6.13% 11521 9346 10447.01 9.32% 10961.15 4.86% 11087.1511417.36 16.04% 13598 12544 11744.99 13.63% 12235.03 10.02% 12459.5611268.69 1.82% 11477 8206 10019.86 12.70% 10507.05 8.45% 10480.5212127.29 28.66% 9426 11486 11298.64 19.87% 11813.59 25.33% 12048.6515251.58 2.77% 15686 8987 10310.57 34.27% 10818.15 31.03% 10904.4911212.06 27.87% 15545 11560 11329.3 27.12% 11843.06 23.81% 12078.615466.89 16.42% 13285 12005 11515.43 13.32% 12020.32 9.52% 12254.7516313.34 8.92% 14977 13464 12147.42 18.89% 12601.49 15.86% 12789.6212127.29 14.22% 14138 9026 10325.3 26.97% 10833.69 23.37% 10924.6815490.75 1.35% 15703 19052 14905.79 5.08% 14827.38 5.58% 14408.5323183.23 1.70% 22795 20786 15882.99 30.32% 15518.09 31.92% 14814.7512609.96 18.63% 15497 9540 10521.49 32.11% 11038.43 28.77% 11182.9615004.03 13.27% 13246 15613 13142 0.79% 13457.51 1.60% 13480.211519.14 10.28% 10445 10521 10906.34 4.42% 11429.2 9.42% 11639.4114254.11 16.82% 12202 11541 11321.42 7.22% 11835.5 3.00% 12070.9313143.45 23.03% 10683 14720 12719.19 19.06% 13101.8 22.64% 13205.5414297.47 8.26% 13206 12561 11752.3 11.01% 12241.8 7.30% 12465.8810722.51 40.75% 18097 9363 10453.51 42.24% 10967.93 39.39% 11095.6214575.44 49.95% 9720 13977 12377.78 27.34% 12805.84 31.75% 1296415751.55 41.78% 11110 11496 11302.78 1.74% 11817.57 6.37% 12052.71

13953.6 51.49% 9211 12415 11689.63 26.91% 12183.64 32.27% 12411.3512836.31 6.87% 13783 12555 11749.72 14.75% 12239.41 11.20% 12463.6517291.53 70.83% 10122 12229 11610.28 14.70% 12109.55 19.64% 12340.9610512.56 8.31% 11465 11579 11337.19 1.11% 11850.63 3.36% 12086.2615594.56 14.94% 18334 10983 11092.43 39.50% 11613.23 36.66% 11839.8212165.15 42.82% 8518 12301 11640.94 36.66% 12138.23 42.50% 12368.3312585.13 13.10% 14482 13605 12210.31 15.69% 12657.66 12.60% 12838.214576.11 26.34% 11537 14577 12652.75 9.67% 13044.84 13.07% 13160.01

10567.6 21.66% 8686 8018 9951.113 14.56% 10432.17 20.10% 10372.4415321.39 18.14% 12969 11996 11511.64 11.24% 12016.74 7.34% 12251.2514097.61 12.34% 12549 10860 11042.58 12.00% 11564.23 7.85% 11787.313719.15 53.63% 8930 13763 12281.16 37.53% 12720.59 42.45% 12892.0513333.26 12.09% 15167 11639 11362.12 25.09% 11874.53 21.71% 12110.3612735.07 16.22% 10958 14227 12491.62 14.00% 12905.42 17.77% 13046.68

19128.3 14.45% 22358.01 11797.58 11428.3 48.88% 11937.7 46.61% 12173.4714607.65 70.85% 8550.083 15180.99 12935.73 51.29% 13285.43 55.38% 13349.3414390.68 31.48% 10944.84 10905.87 11061.14 1.06% 11582.5 5.83% 11806.9613819.26 16.98% 16644.93 12633.63 11783.6 29.21% 12270.73 26.28% 12492.7612055.49 25.74% 16233.11 21903.48 16546.43 1.93% 15963.22 1.66% 15058.95

Page 12: Correlação Dados Históricos Reservatórios

JAN ABR

POLI EXP LINEAR

EPM Y EPM JAN ABR Y EPM Y EPM17.39% 14197.65 16.54% 12183 13889 9398.526 22.86% 9673.208 20.60%

0.82% 11653.65 0.96% 11767 7634 7664.332 34.87% 7966.473 32.30%20.33% 10457.2 20.81% 13205 7296 7580.318 42.60% 7874.246 40.37%

7.54% 9611.695 7.30% 8958 5378 7120.723 20.51% 7350.902 17.94%

12.61% 12307.69 12.88% 10903 10914 8529.563 21.77% 8861.451 18.72%65.61% 11808.77 65.53% 7134 7457 7620.221 6.82% 7918.177 10.99%17.97% 10175.5 18.44% 12476 7039 7517.055 39.75% 7804.121 37.45%

5.75% 10310.95 6.32% 11006 6317 7342.137 33.29% 7607.117 30.88%18.17% 9481.193 18.23% 11595 5736 7204.34 37.87% 7448.586 35.76%13.81% 12576.39 14.24% 11009 7315 7585.016 31.10% 7879.431 28.43%

7.42% 9124.191 6.92% 9803 6413 7365.158 24.87% 7633.311 22.13%44.75% 12717.41 45.38% 8748 9497 8144.394 6.90% 8474.81 3.12%15.37% 12861.45 14.96% 15124 8087 7778.392 48.57% 8090.078 46.51%79.01% 11444.07 78.53% 6410 6397 7361.316 14.84% 7628.946 19.02%91.94% 12000.06 92.06% 6248 11518 8699.231 39.23% 9026.258 44.47%17.41% 13206.43 16.98% 15908 9602 8172.328 48.63% 8503.46 46.55%42.16% 14234.48 40.91% 10102 12082 8860.708 12.29% 9180.151 9.13%13.02% 12363.8 13.33% 10910 8660 7925.102 27.36% 8246.426 24.41%33.02% 11780.21 32.93% 8862 7280 7576.364 14.51% 7869.88 11.20%48.92% 12456.25 49.39% 8338 8536 7893.121 5.34% 8212.592 1.50%

7.14% 13143.18 7.70% 12203 9777 8219.099 32.65% 8551.21 29.93%107.04% 13513.84 107.94% 6499 8999 8013.199 23.30% 8338.926 28.31%

88.30% 9233.019 88.89% 4888 7233 7564.761 54.76% 7857.056 60.74%56.25% 8835.663 58.23% 5584 4610 6944.602 24.37% 7141.346 27.89%25.65% 8756.341 27.55% 6865 5539 7158.206 4.27% 7394.832 7.72%31.83% 9819.364 31.29% 7479 5467 7141.419 4.51% 7375.186 1.39%16.00% 12436.95 16.36% 10688 11625 8729.638 18.32% 9055.454 15.27%43.82% 11507.82 43.49% 8020 8408 7860.243 1.99% 8177.666 1.97%

2.92% 11907.54 2.93% 11569 8751 7948.655 31.29% 8271.257 28.50%26.52% 12411.49 26.89% 9781 8163 7797.694 20.28% 8110.815 17.08%

7.44% 14098.32 7.81% 15293 10723 8476.602 44.57% 8809.335 42.40%34.84% 12853.52 35.49% 9487 8234 7815.769 17.62% 8130.188 14.30%24.80% 10902.78 25.19% 14574 6063 7281.574 50.04% 7537.811 48.28%95.50% 10544.38 94.33% 5426 5760 7209.98 32.88% 7455.134 37.40%14.07% 14182.48 13.31% 12517 11058 8569.711 31.54% 8900.743 28.89%

0 5000 10000 15000 20000 250000

5000

10000

15000

20000

25000

f(x) = 7,419.15522632 exp( 0.00003662 x )f(x) = 0.39833384 x + 7,238.32536877f(x) = 4,663.40371390 ln(x) − 31,548.97078626f(x) = − 0.00001936 x² + 0.88233546 x + 4,480.43729629

Column D Exponential (Column D)Linear (Column D) Logarithmic (Column D)Polynomial (Column D)

0 5000 10000 15000 20000 250000

2000

4000

6000

8000

10000

12000

14000

16000

18000

f(x) = 5,975.28990546 exp( 0.00003261 x )f(x) = 0.27285934 x + 5,883.46447143f(x) = 3,177.51737478 ln(x) − 20,528.46774790f(x) = − 0.00001143 x² + 0.55854244 x + 4,255.61453108

Column E Exponential (Column E)Linear (Column E) Logarithmic (Column E)Polynomial (Column E)

Page 13: Correlação Dados Históricos Reservatórios

6.73% 13436.56 6.29% 14338 10328 8368.115 41.64% 8701.556 39.31%10.71% 12874.38 10.28% 14350 9680 8193.142 42.90% 8524.743 40.59%

0.13% 11759.39 0.05% 11753 6657 7423.995 36.83% 7699.889 34.49%55.83% 9558.458 55.57% 6144 5021 7038.305 14.56% 7253.491 18.06%28.58% 12776.55 29.16% 9892 7124 7537.92 23.80% 7827.314 20.87%82.11% 8335.584 88.08% 4432 4151 6841.43 54.36% 7016.104 58.31%39.19% 12119.1 39.38% 8695 7742 7691.372 11.54% 7995.941 8.04%

3.77% 11035.69 4.21% 11521 10809 8500.408 26.22% 8832.801 23.33%8.37% 12502.12 8.06% 13598 12911 9103.512 33.05% 9406.351 30.83%8.68% 10417.21 9.23% 11477 7806 7707.441 32.84% 8013.404 30.18%

27.82% 12060.81 27.95% 9426 9211 8068.788 14.40% 8396.772 10.92%30.48% 10846.35 30.85% 15686 9935 8261.556 47.33% 8594.322 45.21%22.30% 12093.09 22.21% 15545 7762 7696.39 50.49% 8001.399 48.53%

7.76% 12282.71 7.54% 13285 8648 7922.002 40.37% 8243.152 37.95%14.60% 12850.63 14.20% 14977 11052 8568.034 42.79% 8899.106 40.58%22.73% 10867.16 23.14% 14138 8436 7867.423 44.35% 8185.306 42.10%

8.24% 14263.42 9.17% 15703 14568 9608.951 38.81% 9858.479 37.22%35.01% 14456.02 36.58% 22795 16647 10282.99 54.89% 10425.75 54.26%27.84% 11135.93 28.14% 15497 9922 8258.055 46.71% 8590.775 44.56%

1.77% 13537.04 2.20% 13246 11826 8787.045 33.66% 9110.299 31.22%11.44% 11620.5 11.25% 10445 7424 7612.025 27.12% 7909.172 24.28%

1.07% 12084.82 0.96% 12202 9277 8086.173 33.73% 8414.781 31.04%23.61% 13273.52 24.25% 10683 10573 8435.24 21.04% 8768.406 17.92%

5.60% 12508.86 5.28% 13206 8738 7945.286 39.84% 8267.709 37.39%38.69% 11044.53 38.97% 18097 7988 7753.321 57.16% 8063.065 55.45%33.37% 13030.74 34.06% 9720 15719 9976.469 2.64% 10172.54 4.66%

8.49% 12065.19 8.60% 11110 10645 8455.068 23.90% 8788.052 20.90%34.74% 12450.63 35.17% 9211 10543 8426.992 8.51% 8760.22 4.89%

9.57% 12506.48 9.26% 13783 9538 8155.29 40.83% 8485.997 38.43%21.92% 12375.26 22.26% 10122 10219 8338.424 17.62% 8671.814 14.33%

5.42% 12101.34 5.55% 11465 7660 7670.833 33.09% 7973.567 30.45%35.42% 11835.8 35.44% 18334 8651 7922.777 56.79% 8243.971 55.03%45.20% 12404.6 45.63% 8518 9306 8093.824 4.98% 8422.693 1.12%11.35% 12901.15 10.92% 14482 7900 7731.104 46.62% 8039.053 44.49%14.07% 13228.46 14.66% 11537 9183 8061.424 30.13% 8389.132 27.28%19.42% 10310.38 18.70% 8686 6495 7384.879 14.98% 7655.686 11.86%

5.53% 12278.95 5.32% 12969 7679 7675.587 40.82% 7978.751 38.48%6.07% 11779.29 6.13% 12549 10030 8287.19 33.96% 8620.244 31.31%

44.37% 12956.85 45.09% 8930 10386 8383.958 6.11% 8717.382 2.38%20.15% 12127.31 20.04% 15167 8522 7889.518 47.98% 8208.772 45.88%19.06% 13114.81 19.68% 10958 12165 8884.723 18.92% 9202.798 16.02%45.55% 12195.28 45.45% 22358.01 8165.574 7798.348 65.12% 8111.517 63.72%56.13% 13413.41 56.88% 8550.083 12621.22 9017.891 5.47% 9327.282 9.09%

7.88% 11800.43 7.82% 10944.84 10737.95 8480.734 22.51% 8813.413 19.47%24.95% 12537.51 24.68% 16644.93 10387.43 8384.35 49.63% 8717.773 47.63%

7.23% 14518.45 10.56% 16233.11 13428.38 9258.407 42.97% 9547.523 41.18%

Page 14: Correlação Dados Históricos Reservatórios

JAN MAI

LOG POLI EXP LINEAR

Y EPM Y EPM JAN MAI Y EPM Y9781.402 19.71% 9808.314 19.49% 12183 9240 5825.619 52.18% 5981.7287879.704 33.04% 7853.41 33.26% 11767 5746 5148.562 56.25% 5188.7677735.808 41.42% 7722.303 41.52% 13205 5487 5101.625 61.37% 5129.9876766.635 24.46% 6928.867 22.65% 8958 4144 4865.019 45.69% 4825.194

9015.459 17.31% 8990.058 17.55% 10903 7170 5414.443 50.34% 5511.9437805.164 9.41% 7785.079 9.13% 7134 5326 5072.664 28.89% 5093.4487621.862 38.91% 7620.867 38.92% 12476 5672 5135.107 58.84% 5171.9737277.986 33.87% 7327.819 33.42% 11006 5220 5053.687 54.08% 5069.3926971.412 39.88% 7083.348 38.91% 11595 5295 5067.107 56.30% 5086.4137744.072 29.66% 7729.742 29.79% 11009 5950 5185.835 52.89% 5235.0657325.912 25.27% 7367.471 24.84% 9803 3799 4806.03 50.97% 4746.897

8573.56 1.99% 8529.186 2.50% 8748 6470 5282.07 39.62% 5353.0788062.875 46.69% 8025.03 46.94% 15124 5447 5094.414 66.32% 5120.9097317.974 14.16% 7360.877 14.83% 6410 4702 4961.964 22.59% 4951.8329186.614 47.03% 9172.553 46.81% 6248 6469 5281.883 15.46% 5352.8518608.498 45.89% 8564.911 46.16% 15908 6550 5297.033 66.70% 5371.2349338.518 7.56% 9335.433 7.59% 10102 7316 5442.468 46.12% 5545.0778280.398 24.10% 8235.392 24.52% 10910 5242 5057.62 53.64% 5074.3857728.832 12.79% 7716.032 12.93% 8862 5648 5130.751 42.10% 5166.5268234.571 1.24% 8190.505 1.77% 8338 5834 5164.607 38.06% 5208.7398665.888 28.99% 8623.893 29.33% 12203 5892 5175.21 57.59% 5221.9028402.411 29.29% 8356.314 28.58% 6499 5214 5052.615 22.26% 5068.037708.252 57.70% 7697.577 57.48% 4888 4423 4913.252 0.52% 4888.5136277.015 12.41% 6587.584 17.97% 5584 5245 5058.156 9.42% 5075.0656860.363 0.07% 6998.703 1.95% 6865 3462 4749.1 30.82% 4670.4156818.789 8.83% 6967.545 6.84% 7479 6008 5196.481 30.52% 5248.2289215.997 13.77% 9204.013 13.88% 10688 7164 5413.294 49.35% 5510.5818186.563 2.08% 8143.802 1.54% 8020 6950 5372.486 33.01% 5462.0148313.614 28.14% 8268.11 28.53% 11569 5523 5108.123 55.85% 5138.1578092.597 17.26% 8053.363 17.66% 9781 6224 5236.323 46.46% 5297.2498959.358 41.42% 8930.613 41.60% 15293 8577 5690.633 62.79% 5831.268120.115 14.41% 8079.713 14.83% 9487 5975 5190.421 45.29% 5240.7387147.582 50.96% 7221.891 50.45% 14574 4424 4913.426 66.29% 4888.746984.679 28.73% 7093.599 30.73% 5426 4538 4933.272 9.08% 4914.6129057.109 27.64% 9034.324 27.82% 12517 7782 5532.89 55.80% 5650.836

0 5000 10000 15000 20000 250000

2000

4000

6000

8000

10000

12000

14000

16000

18000

f(x) = 5,975.28990546 exp( 0.00003261 x )f(x) = 0.27285934 x + 5,883.46447143f(x) = 3,177.51737478 ln(x) − 20,528.46774790f(x) = − 0.00001143 x² + 0.55854244 x + 4,255.61453108

Column E Exponential (Column E)Linear (Column E) Logarithmic (Column E)Polynomial (Column E)

0 5000 10000 15000 20000 250000

2000

4000

6000

8000

10000

12000

14000

f(x) = 4,201.90847649 exp( 0.00003536 x )f(x) = 0.22694921 x + 3,884.71686838f(x) = 2,524.04571238 ln(x) − 16,977.68438557f(x) = − 0.00000125 x² + 0.25819969 x + 3,706.64863853

Column F Exponential (Column F)Linear (Column F) Logarithmic (Column F)Polynomial (Column F)

Page 15: Correlação Dados Históricos Reservatórios

8840.099 38.34% 8805.03 38.59% 14338 8002 5576.1 61.11% 5700.7648634.206 39.83% 8591.287 40.13% 14350 6791 5342.366 62.77% 5425.9297444.566 36.66% 7467.304 36.46% 11753 5134 5038.342 57.13% 5049.8746548.379 6.58% 6771.901 10.22% 6144 3536 4761.543 22.50% 4687.2097660.003 22.56% 7654.583 22.62% 9892 5303 5068.54 48.76% 5088.2295943.762 34.11% 6377.176 43.89% 4432 3311 4723.81 6.58% 4636.1467924.343 8.86% 7894.752 9.20% 8695 5083 5029.264 42.16% 5038.38984.741 22.01% 8957.482 22.25% 11521 6597 5305.843 53.95% 5381.9019549.387 29.77% 9561.644 29.68% 13598 7789 5534.26 59.30% 5652.4247950.502 30.73% 7919.125 31.00% 11477 5239 5057.083 55.94% 5073.7048476.399 10.07% 8430.599 10.56% 9426 6829 5349.549 43.25% 5434.5538716.828 44.43% 8676.544 44.69% 15686 6867 5356.742 65.85% 5443.177

7932.54 48.97% 7902.379 49.16% 15545 6571 5300.968 65.90% 53768275.992 37.70% 8231.064 38.04% 13285 7286 5436.697 59.08% 5538.2699055.384 39.54% 9032.489 39.69% 14977 7884 5552.882 62.92% 5673.9848197.127 42.02% 8154.05 42.33% 14138 6148 5222.27 63.06% 5280.0019933.065 36.74% 9966.71 36.53% 15703 9418 5862.401 62.67% 6022.12510356.95 54.56% 10386.16 54.44% 22795 13015 6657.535 70.79% 6838.4618712.667 43.78% 8672.234 44.04% 15497 8376 5650.331 63.54% 5785.6439270.467 30.01% 9262.403 30.07% 13246 8348 5644.74 57.39% 5779.2897791.071 25.41% 7772.26 25.59% 10445 6524 5292.165 49.33% 5365.3348499.086 30.35% 8453.516 30.72% 12202 8067 5588.93 54.20% 5715.5168914.595 16.55% 8883.343 16.85% 10683 7916 5559.169 47.96% 5681.247

8308.89 37.08% 8263.448 37.43% 13206 6523 5291.978 59.93% 5365.1078023.736 55.66% 7987.924 55.86% 18097 6787 5341.61 70.48% 5425.02110174.69 4.68% 10211.14 5.05% 9720 9336 5845.428 39.86% 6003.515

8936.16 19.57% 8906.097 19.84% 11110 9892 5961.487 46.34% 6129.6988905.567 3.32% 8873.828 3.66% 9211 6876 5358.447 41.83% 5445.228587.248 37.70% 8543.166 38.02% 13783 6797 5343.499 61.23% 5427.2918806.385 13.00% 8769.748 13.36% 10122 7609 5499.147 45.67% 5611.5737890.508 31.18% 7863.388 31.41% 11465 5814 5160.956 54.99% 5204.28277.094 54.85% 8232.146 55.10% 18334 6762 5336.89 70.89% 5419.3478509.004 0.11% 8463.554 0.64% 8518 6923 5367.36 36.99% 5455.8867988.537 44.84% 7954.754 45.07% 14482 5893 5175.393 64.26% 5222.1298466.725 26.61% 8420.847 27.01% 11537 6222 5235.952 54.62% 5296.7957366.283 15.19% 7401.173 14.79% 8686 5218 5053.329 41.82% 5068.938

7898.38 39.10% 7870.669 39.31% 12969 6155 5223.562 59.72% 5281.5898747.067 30.30% 8707.927 30.61% 12549 6289 5248.372 58.18% 53128857.893 0.81% 8823.694 1.19% 8930 8130 5601.395 37.27% 5729.8148229.356 45.74% 8185.415 46.03% 15167 6805 5345.011 64.76% 5429.1069360.272 14.58% 9358.789 14.59% 10958 7226 5425.175 50.49% 5524.6528093.599 63.80% 8054.32 63.98% 22358.01 6797.939 5343.677 76.10% 5427.5049477.257 10.84% 9484.357 10.93% 8550.083 8653.89 5706.126 33.26% 5848.718963.784 18.10% 8935.294 18.36% 10944.84 6788.999 5341.988 51.19% 5425.4758858.332 46.78% 8824.154 46.99% 16644.93 6617.256 5309.645 68.10% 5386.4989674.234 40.40% 9694.86 40.28% 16233.11 8574.55 5690.14 64.95% 5830.704

Page 16: Correlação Dados Históricos Reservatórios

JAN JUN

LOG POLI EXP

EPM Y EPM Y EPM JAN JUN Y EPM50.90% 6070.127 50.18% 5985.692 50.87% 12183 7058 4448.555 63.49%55.90% 4871.11 58.60% 5148.993 56.24% 11767 5511 4166.964 64.59%61.15% 4754.695 63.99% 5085.756 61.49% 13205 4309 3960.535 70.01%46.14% 4046.144 54.83% 4755.162 46.92% 8958 3125 3767.198 57.95%

49.45% 5429.938 50.20% 5493.679 49.61% 10903 5601 4182.847 61.64%28.60% 4679.526 34.41% 5046.362 29.26% 7134 3935 3898.416 45.35%58.54% 4838.393 61.22% 5130.943 58.87% 12476 5034 4083.788 67.27%53.94% 4628.785 57.94% 5020.391 54.38% 11006 4311 3960.87 64.01%56.13% 4664.792 59.77% 5038.77 56.54% 11595 4324 3963.047 65.82%52.45% 4959.167 54.95% 5198.684 52.78% 11009 4437 3982.022 63.83%51.58% 3826.745 60.96% 4669.509 52.37% 9803 3549 3835.324 60.88%38.81% 5170.644 40.89% 5324.875 39.13% 8748 6761 4393.057 49.78%66.14% 4736.227 68.68% 5075.975 66.44% 15124 5046 4085.86 72.98%22.75% 4364.998 31.90% 4893.068 23.67% 6410 3613 3845.714 40.00%14.33% 5170.253 17.25% 5324.632 14.78% 6248 5025 4082.235 34.66%66.24% 5201.661 67.30% 5344.228 66.41% 15908 5635 4188.862 73.67%45.11% 5480.818 45.75% 5528.733 45.27% 10102 5619 4186.03 58.56%53.49% 4639.4 57.48% 5025.783 53.93% 10910 4799 4043.423 62.94%41.70% 4827.69 45.52% 5125.086 42.17% 8862 4511 3994.497 54.93%37.53% 4909.472 41.12% 5170.441 37.99% 8338 4526 3997.031 52.06%57.21% 4934.442 59.56% 5184.567 57.51% 12203 4995 4077.061 66.59%22.02% 4625.882 28.82% 5018.92 22.77% 6499 4781 4040.347 37.83%

0.01% 4210.603 13.86% 4824.212 1.30% 4888 3621 3847.015 21.30%9.11% 4640.844 16.89% 5026.518 9.98% 5584 4563 4003.287 28.31%

31.97% 3592.283 47.67% 4585.554 33.20% 6865 3707 3861.025 43.76%29.83% 4983.652 33.36% 5212.792 30.30% 7479 7356 4504.946 39.77%48.44% 5427.825 49.22% 5492.238 48.61% 10688 5391 4145.881 61.21%31.90% 5351.278 33.28% 5440.758 32.16% 8020 6615 4366.029 45.56%55.59% 4771.201 58.76% 5094.556 55.96% 11569 4650 4018.036 65.27%45.84% 5072.803 48.14% 5265.261 46.17% 9781 4848 4051.806 58.57%61.87% 5882.192 61.54% 5829.271 61.88% 15293 6032 4259.75 72.15%44.76% 4969.75 47.62% 5204.766 45.14% 9487 5270 4124.73 56.52%66.46% 4211.173 71.10% 4824.459 66.90% 14574 3989 3907.324 73.19%

9.42% 4275.39 21.21% 4852.617 10.57% 5426 3316 3797.736 30.01%54.85% 5636.676 54.97% 5640.259 54.94% 12517 5914 4238.556 66.14%

0 5000 10000 15000 20000 250000

2000

4000

6000

8000

10000

12000

14000

f(x) = 4,201.90847649 exp( 0.00003536 x )f(x) = 0.22694921 x + 3,884.71686838f(x) = 2,524.04571238 ln(x) − 16,977.68438557f(x) = − 0.00000125 x² + 0.25819969 x + 3,706.64863853

Column F Exponential (Column F)Linear (Column F) Logarithmic (Column F)Polynomial (Column F)

0 5000 10000 15000 20000 250000

2000

4000

6000

8000

10000

12000

14000

16000

18000

20000

f(x) = 3,301.04064051 exp( 0.00004227 x )f(x) = 0.27745845 x + 2,383.57934366f(x) = 2,772.92775475 ln(x) − 20,211.23637094

f(x) = 0.00002269 x² − 0.28957121 x + 5,614.56924849

Column G Exponential (Column G)Linear (Column G) Logarithmic (Column G)Polynomial (Column G)

Page 17: Correlação Dados Históricos Reservatórios

60.24% 5707.042 60.20% 5692.723 60.30% 14338 6170 4284.671 70.12%62.19% 5292.863 63.12% 5402.436 62.35% 14350 5886 4233.542 70.50%57.03% 4586.854 60.97% 4999.298 57.46% 11753 4166 3936.668 66.50%23.71% 3645.666 40.66% 4604.014 25.06% 6144 3163 3773.254 38.59%48.56% 4668.602 52.80% 5040.729 49.04% 9892 3995 3908.315 60.49%

4.61% 3479.72 21.49% 4547.844 2.61% 4432 3155 3771.978 14.89%42.06% 4561.656 47.54% 4986.782 42.65% 8695 4437 3982.022 54.20%53.29% 5219.708 54.69% 5355.591 53.51% 11521 5331 4135.38 64.11%58.43% 5638.946 58.53% 5641.93 58.51% 13598 6473 4339.901 68.08%55.79% 4637.955 59.59% 5025.048 56.22% 11477 4041 3915.922 65.88%42.35% 5306.947 43.70% 5411.6 42.59% 9426 6880 4415.21 53.16%65.30% 5320.954 66.08% 5420.761 65.44% 15686 6098 4271.65 72.77%65.42% 5209.741 66.49% 5349.306 65.59% 15545 6698 4381.373 71.81%58.31% 5470.446 58.82% 5521.534 58.44% 13285 5959 4246.626 68.03%62.12% 5669.545 62.14% 5664.598 62.18% 14977 6437 4333.302 71.07%62.65% 5041.793 64.34% 5246.813 62.89% 14138 5981 4250.577 69.94%61.65% 6118.288 61.04% 6027.5 61.62% 15703 8984 4825.872 69.27%70.00% 6934.766 69.58% 6855.38 69.93% 22795 17548 6930.914 69.59%62.67% 5822.338 62.43% 5781.633 62.69% 15497 5996 4253.272 72.55%56.37% 5813.886 56.11% 5774.988 56.40% 13246 6676 4377.301 66.95%48.63% 5191.622 50.30% 5337.94 48.89% 10445 5188 4110.458 60.65%53.16% 5727.462 53.06% 5708.2 53.22% 12202 7136 4463.247 63.42%46.82% 5679.769 46.83% 5672.229 46.90% 10683 7200 4475.337 58.11%59.37% 5191.235 60.69% 5337.698 59.58% 13206 5709 4201.986 68.18%70.02% 5291.376 70.76% 5401.471 70.15% 18097 4998 4077.578 77.47%38.24% 6096.216 37.28% 6008.25 38.19% 9720 6644 4371.384 55.03%44.83% 6242.228 43.81% 6138.445 44.75% 11110 6276 4303.912 61.26%40.88% 5324.259 42.20% 5422.93 41.13% 9211 6598 4362.892 52.63%60.62% 5295.092 61.58% 5403.883 60.79% 13783 5577 4178.605 69.68%44.56% 5579.932 44.87% 5598.919 44.69% 10122 5470 4159.749 58.90%54.61% 4900.805 57.25% 5165.568 54.94% 11465 4513 3994.835 65.16%70.44% 5282.061 71.19% 5395.439 70.57% 18334 8615 4751.184 74.09%35.95% 5341.454 37.29% 5434.255 36.20% 8518 5558 4175.251 50.98%63.94% 4934.87 65.92% 5184.81 64.20% 14482 5397 4146.933 71.36%54.09% 5071.992 56.04% 5264.776 54.37% 11537 5347 4138.177 64.13%41.64% 4627.817 46.72% 5019.9 42.21% 8686 4676 4022.454 53.69%59.28% 5044.665 61.10% 5248.513 59.53% 12969 4951 4069.485 68.62%57.67% 5099.026 59.37% 5281.027 57.92% 12549 5429 4152.546 66.91%35.84% 5747.097 35.64% 5723.191 35.91% 8930 7170 4469.666 49.95%64.20% 5298.061 65.07% 5405.812 64.36% 15167 6698 4381.373 71.11%49.58% 5449.575 50.27% 5507.131 49.74% 10958 5931 4241.602 61.29%75.72% 5295.441 76.32% 5404.109 75.83% 22358.01 5986.074 4251.488 80.98%31.59% 5904.719 30.94% 5847.468 31.61% 8550.083 6751.684 4391.327 48.64%50.43% 5292.119 51.65% 5401.953 50.64% 10944.84 5912.832 4238.346 61.28%67.64% 5227.446 68.59% 5360.487 67.80% 16644.93 5709.723 4202.114 74.75%64.08% 5881.471 63.77% 5828.691 64.09% 16233.11 7191.546 4473.738 72.44%

Page 18: Correlação Dados Históricos Reservatórios

JAN JUL

LINEAR LOG POLI EXP

Y EPM Y EPM Y EPM JAN JUL Y4341.881 64.36% 4362.219 64.19% 6528.052 46.42% 12183 5639 3553.2783912.653 66.75% 3676.154 68.76% 6521.275 44.58% 11767 4445 3389.5453579.148 72.90% 2993.902 77.33% 6441.035 51.22% 13205 3856 3311.5763250.637 63.71% 2103.039 76.52% 6297.897 29.70% 8958 2677 3160.853

3937.624 63.88% 3721.072 65.87% 6524.645 40.16% 10903 4287 3368.4513475.378 51.28% 2742.134 61.56% 6402.695 10.25% 7134 3340 3244.7463780.305 69.70% 3425.117 72.55% 6497.28 47.92% 12476 3585 3276.3073579.703 67.47% 2995.189 72.79% 6441.223 41.48% 11006 3852 3311.053

3583.31 69.10% 3003.538 74.10% 6442.441 44.44% 11595 3569 3274.2373614.662 67.17% 3075.073 72.07% 6452.699 41.39% 11009 3563 3273.4613368.279 65.64% 2455.843 74.95% 6356.468 35.16% 9803 3363 3247.6964259.476 51.31% 4243.009 51.50% 6535.175 25.30% 8748 4978 3461.6813783.635 74.98% 3431.719 77.31% 6498.01 57.04% 15124 3965 3325.8683386.037 47.18% 2505.402 60.91% 6364.6 0.71% 6410 3090 3212.8543777.808 39.54% 3420.155 45.26% 6496.728 3.98% 6248 4833 3441.9063947.058 75.19% 3737.854 76.50% 6525.822 58.98% 15908 5908 3591.2443942.618 60.97% 3729.97 63.08% 6525.275 35.41% 10102 4940 3456.4883715.102 65.95% 3292.551 69.82% 6481.662 40.59% 10910 3699 3291.0983635.194 58.98% 3120.938 64.78% 6459.103 27.11% 8862 3714 3293.0493639.356 56.35% 3130.143 62.46% 6460.371 22.52% 8338 3846 3310.2683769.484 69.11% 3403.551 72.11% 6494.861 46.78% 12203 4100 3343.6553710.108 42.91% 3282.131 49.50% 6480.362 0.29% 6499 3874 3313.9323388.256 30.68% 2511.535 48.62% 6365.603 30.23% 4888 2934 3193.1123649.622 34.64% 3152.72 43.54% 6463.455 15.75% 5584 3099 3213.9963412.118 50.30% 2576.623 62.47% 6376.207 7.12% 6865 2933 3192.9864424.564 40.84% 4476.893 40.14% 6516.882 12.86% 7479 4713 3425.6263879.358 63.70% 3615.107 66.18% 6516.211 39.03% 10688 5320 3508.7754218.967 47.39% 4182.473 47.85% 6537.209 18.49% 8020 5102 3478.6833673.761 68.24% 3205.092 72.30% 6470.461 44.07% 11569 3758 3298.7783728.698 61.88% 3320.72 66.05% 6485.125 33.70% 9781 4248 3363.2654057.209 73.47% 3926.639 74.32% 6535.687 57.26% 15293 4622 3413.3323845.785 59.46% 3552.16 62.56% 6510.442 31.38% 9487 4188 3355.3013490.361 76.05% 2779.928 80.93% 6408.623 56.03% 14574 3353 3246.4133303.632 39.11% 2267.543 58.21% 6325.291 16.57% 5426 3233 3231.0574024.469 67.85% 3871.857 69.07% 6533.502 47.80% 12517 5119 3481.02

0 5000 10000 15000 20000 250000

2000

4000

6000

8000

10000

12000

14000

16000

18000

20000

f(x) = 3,301.04064051 exp( 0.00004227 x )f(x) = 0.27745845 x + 2,383.57934366f(x) = 2,772.92775475 ln(x) − 20,211.23637094

f(x) = 0.00002269 x² − 0.28957121 x + 5,614.56924849

Column G Exponential (Column G)Linear (Column G) Logarithmic (Column G)Polynomial (Column G)

0 5000 10000 15000 20000 250000

2000

4000

6000

8000

10000

12000

f(x) = 2,843.60794789 exp( 0.00003951 x )f(x) = 0.19254170 x + 2,389.26734546f(x) = 2,024.99146842 ln(x) − 14,227.42684420

f(x) = 0.00000666 x² + 0.02600996 x + 3,338.18128693

Column H Exponential (Column H)Linear (Column H) Logarithmic (Column H)Polynomial (Column H)

Page 19: Correlação Dados Históricos Reservatórios

4095.498 71.44% 3989.363 72.18% 6537.44 54.40% 14338 4961 3459.3574016.7 72.01% 3858.697 73.11% 6532.89 54.47% 14350 4666 3419.271

3539.471 69.88% 2900.317 75.32% 6427.125 45.32% 11753 3573 3274.7543261.18 46.92% 2136.554 65.23% 6303.479 2.60% 6144 2627 3154.615

3492.026 64.70% 2784.096 71.86% 6409.273 35.21% 9892 3701 3291.3583258.961 26.47% 2129.532 51.95% 6302.31 42.20% 4432 2992 3200.4383614.662 58.43% 3075.073 64.63% 6452.699 25.79% 8695 4412 3385.128

3862.71 66.47% 3584.072 68.89% 6513.434 43.46% 11521 4592 3409.2884179.568 69.26% 4122.3 69.68% 6538.259 51.92% 13598 5418 3522.3873504.789 69.46% 2815.842 75.47% 6414.206 44.11% 11477 4003 3330.8654292.493 54.46% 4291.39 54.47% 6532.802 30.69% 9426 5826 3579.6284075.521 74.02% 3956.815 74.77% 6536.633 58.33% 15686 4905 3451.7124241.996 72.71% 4217.049 72.87% 6536.171 57.95% 15545 5424 3523.2224036.954 69.61% 3892.876 70.70% 6534.409 50.81% 13285 5371 3515.8524169.579 72.16% 4106.835 72.58% 6538.38 56.34% 14977 5978 3601.194043.058 71.40% 3903.095 72.39% 6534.82 53.78% 14138 4531 3401.0814876.266 68.95% 5031.281 67.96% 6384.716 59.34% 15703 8069 3911.339

7252.42 68.18% 6887.742 69.78% 3708.981 83.73% 22795 10374 4284.2714047.22 73.88% 3910.04 74.77% 6535.087 57.83% 15497 5128 3482.258

4235.892 68.02% 4207.926 68.23% 6536.477 50.65% 13246 5783 3573.5523823.034 63.40% 3508.675 66.41% 6506.156 37.71% 10445 4552 3403.9054363.523 64.24% 4392.696 64.00% 6525.518 46.52% 12202 5358 3514.047

4381.28 58.99% 4417.454 58.65% 6523.232 38.94% 10683 5146 3484.7353967.59 69.96% 3774.032 71.42% 6528.203 50.57% 13206 5087 3476.622

3770.317 79.17% 3405.216 81.18% 6495.05 64.11% 18097 4840 3442.8584227.013 56.51% 4194.603 56.85% 6536.882 32.75% 9720 5650 3554.8234124.909 62.87% 4036.597 63.67% 6538.2 41.15% 11110 5218 3494.663

4214.25 54.25% 4175.337 54.67% 6537.383 29.03% 9211 4815 3439.4593930.965 71.48% 3709.165 73.09% 6523.782 52.67% 13783 4864 3446.1253901.277 61.46% 3655.447 63.89% 6519.619 35.59% 10122 4918 3453.4853635.749 68.29% 3122.167 72.77% 6459.273 43.66% 11465 4049 3336.9254773.884 73.96% 4914.983 73.19% 6425.214 64.95% 18334 5602 3548.0873925.693 53.91% 3699.702 56.57% 6523.081 23.42% 8518 4198 3356.6273881.023 73.20% 3618.191 75.02% 6516.48 55.00% 14482 4501 3397.053

3867.15 66.48% 3592.382 68.86% 6514.19 43.54% 11537 4768 3433.0783680.975 57.62% 3220.553 62.92% 6472.488 25.48% 8686 3999 3330.3393757.276 71.03% 3379.016 73.95% 6492.05 49.94% 12969 4606 3411.1753889.901 69.00% 3634.584 71.04% 6517.885 48.06% 12549 4422 3386.4664372.956 51.03% 4405.876 50.66% 6524.327 26.94% 8930 5637 3552.9974241.996 72.03% 4217.049 72.20% 6536.171 56.91% 15167 5008 3465.7874029.185 63.23% 3879.816 64.59% 6533.855 40.37% 10958 5214 3494.114044.466 81.91% 3905.446 82.53% 6534.911 70.77% 22358.01 5469.824 3529.6064256.891 50.21% 4239.185 50.42% 6535.334 23.56% 8550.083 5397.145 3519.4864024.145 63.23% 3871.309 64.63% 6533.477 40.31% 10944.84 5470.617 3529.717

3967.79 76.16% 3774.383 77.32% 6528.225 60.78% 16644.93 4894.488 3450.2784378.935 73.02% 4414.196 72.81% 6523.545 59.81% 16233.11 5787.325 3574.162

Page 20: Correlação Dados Históricos Reservatórios

JAN AGO

LINEAR LOG POLI

EPM Y EPM Y EPM Y EPM JAN AGO70.83% 3475.01 71.48% 3263.36 73.21% 3273.075 73.13% 12183 460271.19% 3245.115 72.42% 2781.56 76.36% 3322.207 71.77% 11767 370874.92% 3131.708 76.28% 2493.709 81.12% 3339.45 74.71% 13205 333164.71% 2904.701 67.57% 1754.721 80.41% 3360.082 62.49% 8958 2309

69.11% 3214.694 70.52% 2708.27 75.16% 3327.286 69.48% 10903 428254.52% 3032.357 57.49% 2202.799 69.12% 3350.758 53.03% 7134 310573.74% 3079.529 75.32% 2346.144 81.19% 3345.831 73.18% 12476 298069.92% 3130.938 71.55% 2491.607 77.36% 3339.551 69.66% 11006 319671.76% 3076.449 73.47% 2337.086 79.84% 3346.177 71.14% 11595 301370.27% 3075.293 72.07% 2333.679 78.80% 3346.306 69.60% 11009 298766.87% 3036.785 69.02% 2216.696 77.39% 3350.33 65.82% 9803 314360.43% 3347.74 61.73% 3010.887 65.58% 3302.621 62.25% 8748 358678.01% 3152.695 79.15% 2550.156 83.14% 3336.607 77.94% 15124 325449.88% 2984.221 53.44% 2045.255 68.09% 3354.962 47.66% 6410 262844.91% 3319.821 46.87% 2951.027 52.77% 3308.324 47.05% 6248 331577.42% 3526.804 77.83% 3357.726 78.89% 3259.384 79.51% 15908 408465.78% 3340.423 66.93% 2995.37 70.35% 3304.143 67.29% 10102 420969.83% 3101.479 71.57% 2409.534 77.91% 3343.266 69.36% 10910 351662.84% 3104.367 64.97% 2417.729 72.72% 3342.916 62.28% 8862 316160.30% 3129.783 62.46% 2488.45 70.16% 3339.703 59.95% 8338 301272.60% 3178.688 73.95% 2617.955 78.55% 3332.868 72.69% 12203 348949.01% 3135.174 51.76% 2503.139 61.48% 3338.991 48.62% 6499 309734.67% 2954.185 39.56% 1940.352 60.30% 3357.163 31.32% 4888 254542.44% 2985.954 46.53% 2051.145 63.27% 3354.825 39.92% 5584 245053.49% 2953.992 56.97% 1939.662 71.75% 3357.176 51.10% 6865 239054.20% 3296.716 55.92% 2900.113 61.22% 3312.832 55.70% 7479 505767.17% 3413.589 68.06% 3145.438 70.57% 3288.06 69.24% 10688 488856.62% 3371.615 57.96% 3060.711 61.84% 3297.522 58.88% 8020 392371.49% 3112.839 73.09% 2441.578 78.90% 3341.87 71.11% 11569 356565.61% 3207.184 67.21% 2689.764 72.50% 3328.489 65.97% 9781 379377.68% 3279.195 78.56% 2860.631 81.29% 3316.123 78.32% 15293 386964.63% 3195.632 66.32% 2660.959 71.95% 3330.299 64.90% 9487 361577.72% 3034.86 79.18% 2210.666 84.83% 3350.517 77.01% 14574 300440.45% 3011.755 44.49% 2136.865 60.62% 3352.659 38.21% 5426 277172.19% 3374.888 73.04% 3067.447 75.49% 3296.807 73.66% 12517 4172

0 5000 10000 15000 20000 250000

2000

4000

6000

8000

10000

12000

f(x) = 2,843.60794789 exp( 0.00003951 x )f(x) = 0.19254170 x + 2,389.26734546f(x) = 2,024.99146842 ln(x) − 14,227.42684420

f(x) = 0.00000666 x² + 0.02600996 x + 3,338.18128693

Column H Exponential (Column H)Linear (Column H) Logarithmic (Column H)Polynomial (Column H)

0 5000 10000 15000 20000 250000

1000

2000

3000

4000

5000

6000

7000

8000

9000

f(x) = 2,491.75355169 exp( 0.00003751 x )f(x) = 0.14656398 x + 2,257.88806377f(x) = 1,614.91185257 ln(x) − 11,074.41146664f(x) = 0.00000056 x² + 0.13263836 x + 2,337.23755691

Column I Exponential (Column I)Linear (Column I) Logarithmic (Column I)Polynomial (Column I)

Page 21: Correlação Dados Históricos Reservatórios

75.87% 3344.467 76.67% 3003.96 79.05% 3303.304 76.96% 14338 421476.17% 3287.667 77.09% 2879.817 79.93% 3314.545 76.90% 14350 378572.14% 3077.219 73.82% 2339.354 80.10% 3346.091 71.53% 11753 343648.66% 2895.074 52.88% 1716.542 72.06% 3360.548 45.30% 6144 223666.73% 3101.864 68.64% 2410.629 75.63% 3343.219 66.20% 9892 292227.79% 2965.352 33.09% 1979.992 55.33% 3356.382 24.27% 4432 234161.07% 3238.761 62.75% 2766.47 68.18% 3323.295 61.78% 8695 367970.41% 3273.419 71.59% 2847.445 75.28% 3317.183 71.21% 11521 364374.10% 3432.458 74.76% 3182.401 76.60% 3283.601 75.85% 13598 459670.98% 3160.012 72.47% 2569.471 77.61% 3335.579 70.94% 11477 332262.02% 3511.015 62.75% 3329.423 64.68% 3263.66 65.38% 9426 538577.99% 3333.684 78.75% 2980.972 81.00% 3305.527 78.93% 15686 379777.34% 3433.614 77.91% 3184.642 79.51% 3283.324 78.88% 15545 441273.54% 3423.409 74.23% 3164.758 76.18% 3285.755 75.27% 13285 476375.96% 3540.282 76.36% 3381.578 77.42% 3255.664 78.26% 14977 473775.94% 3261.674 76.93% 2820.365 80.05% 3319.303 76.52% 14138 424375.09% 3942.886 74.89% 3988.961 74.60% 3114.431 80.17% 15703 632881.21% 4386.695 80.76% 4497.787 80.27% 2891.26 87.32% 22795 780277.53% 3376.621 78.21% 3071.004 80.18% 3296.426 78.73% 15497 526373.02% 3502.736 73.56% 3314.422 74.98% 3265.866 75.34% 13246 498767.41% 3265.717 68.73% 2829.728 72.91% 3318.579 68.23% 10445 505871.20% 3420.906 71.96% 3159.851 74.10% 3286.346 73.07% 12202 430867.38% 3380.087 68.36% 3078.1 71.19% 3295.663 69.15% 10683 445173.67% 3368.727 74.49% 3054.749 76.87% 3298.149 75.03% 13206 550580.98% 3321.169 81.65% 2953.958 83.68% 3308.055 81.72% 18097 444563.43% 3477.128 64.23% 3267.306 66.39% 3272.534 66.33% 9720 465968.54% 3393.95 69.45% 3106.236 72.04% 3292.566 70.36% 11110 453062.66% 3316.356 64.00% 2943.471 68.04% 3309.012 64.08% 9211 457775.00% 3325.79 75.87% 2963.974 78.50% 3307.128 76.01% 13783 406865.88% 3336.187 67.04% 2986.332 70.50% 3305.015 67.35% 10122 389070.89% 3168.869 72.36% 2592.608 77.39% 3334.309 70.92% 11465 366080.65% 3467.886 81.08% 3250.029 82.27% 3274.882 82.14% 18334 432260.59% 3197.557 62.46% 2665.788 68.70% 3330.001 60.91% 8518 457976.54% 3255.898 77.52% 2806.913 80.62% 3320.327 77.07% 14482 370070.24% 3307.306 71.33% 2923.607 74.66% 3310.79 71.30% 11537 470561.66% 3159.242 63.63% 2567.447 70.44% 3335.688 61.60% 8686 338073.70% 3276.114 74.74% 2853.609 78.00% 3316.69 74.43% 12969 398173.01% 3240.687 74.18% 2771.055 77.92% 3322.967 73.52% 12549 385660.21% 3474.625 61.09% 3262.642 63.46% 3273.173 63.35% 8930 433877.15% 3353.516 77.89% 3023.054 80.07% 3301.406 78.23% 15167 401368.11% 3393.18 69.03% 3104.683 71.67% 3292.74 69.95% 10958 450084.21% 3442.437 84.60% 3201.678 85.68% 3281.191 85.32% 22358.01 4835.05558.84% 3428.443 59.90% 3174.591 62.87% 3284.561 61.58% 8550.083 4775.62667.75% 3442.589 68.55% 3201.972 70.74% 3281.154 70.02% 10944.84 5155.15879.27% 3331.66 79.98% 2976.627 82.12% 3305.94 80.14% 16644.93 3881.49377.98% 3503.569 78.42% 3315.936 79.57% 3265.645 79.88% 16233.11 4808.788

Page 22: Correlação Dados Históricos Reservatórios

JAN

EXP LINEAR LOG POLI

Y EPM Y EPM Y EPM Y EPM JAN2961.239 75.69% 2932.375 75.93% 2546.153 79.10% 2935.779 75.90% 121832863.583 75.66% 2801.347 76.19% 2197.335 81.33% 2821.361 76.02% 117672823.374 78.62% 2746.093 79.20% 2024.184 84.67% 2772.842 79.00% 132052717.187 69.67% 2596.304 71.02% 1432.386 84.01% 2640.514 70.52% 8958

2925.907 73.16% 2885.475 73.54% 2429.765 77.71% 2894.927 73.45% 109032799.54 60.76% 2712.969 61.97% 1910.722 73.22% 2743.681 61.54% 7134

2786.445 77.67% 2694.649 78.40% 1844.364 85.22% 2727.527 78.14% 124762809.113 74.48% 2726.307 75.23% 1957.371 82.22% 2755.43 74.96% 110062789.896 75.94% 2699.485 76.72% 1862.149 83.94% 2731.793 76.44% 115952787.176 74.68% 2695.675 75.51% 1848.153 83.21% 2728.432 75.22% 110092803.534 71.40% 2718.539 72.27% 1930.366 80.31% 2748.588 71.96% 98032850.509 67.42% 2783.466 68.18% 2143.307 75.50% 2805.677 67.93% 87482815.231 81.39% 2734.807 81.92% 1986.415 86.87% 2762.913 81.73% 151242749.896 57.10% 2643.058 58.77% 1641.37 74.39% 2681.944 58.16% 6410

2821.68 54.84% 2743.748 56.09% 2016.408 67.73% 2770.78 55.65% 62482904.257 81.74% 2856.455 82.04% 2353.31 85.21% 2869.592 81.96% 159082917.906 71.12% 2874.776 71.54% 2401.996 76.22% 2885.592 71.44% 101022843.034 73.94% 2773.207 74.58% 2111.472 80.65% 2796.671 74.37% 109102805.427 68.34% 2721.177 69.29% 1939.588 78.11% 2750.912 68.96% 88622789.791 66.54% 2699.339 67.63% 1861.613 77.67% 2731.664 67.24% 83382840.156 76.73% 2769.25 77.31% 2099.023 82.80% 2793.196 77.11% 12203

2798.7 56.94% 2711.797 58.27% 1906.556 70.66% 2742.647 57.80% 64992741.348 43.92% 2630.893 46.18% 1589.543 67.48% 2671.175 45.35% 48882731.596 51.08% 2616.97 53.13% 1528.108 72.63% 2658.84 52.38% 55842725.456 60.30% 2608.176 62.01% 1488.066 78.32% 2651.044 61.38% 68653012.212 59.72% 2999.062 59.90% 2698.411 63.92% 2993.669 59.97% 74792993.178 71.99% 2974.293 72.17% 2643.519 75.27% 2972.194 72.19% 106882886.771 64.01% 2832.859 64.68% 2288.357 71.47% 2848.959 64.48% 80202848.264 75.38% 2780.389 75.97% 2133.822 81.56% 2802.976 75.77% 115692872.728 70.63% 2813.805 71.23% 2233.936 77.16% 2832.278 71.04% 97812880.929 81.16% 2824.944 81.53% 2265.974 85.18% 2842.033 81.42% 152932853.611 69.92% 2787.717 70.62% 2156.314 77.27% 2809.407 70.39% 94872788.954 80.86% 2698.166 81.49% 1857.318 87.26% 2730.63 81.26% 145742764.686 49.05% 2664.017 50.90% 1726.936 68.17% 2700.479 50.23% 54262913.859 76.72% 2869.353 77.08% 2387.737 80.92% 2880.858 76.98% 12517

0 5000 10000 15000 20000 250000

1000

2000

3000

4000

5000

6000

7000

8000

9000

f(x) = 2,491.75355169 exp( 0.00003751 x )f(x) = 0.14656398 x + 2,257.88806377f(x) = 1,614.91185257 ln(x) − 11,074.41146664f(x) = 0.00000056 x² + 0.13263836 x + 2,337.23755691

Column I Exponential (Column I)Linear (Column I) Logarithmic (Column I)Polynomial (Column I)

0 5000 10000 15000 20000 250000

2000

4000

6000

8000

10000

12000

f(x) = 2,353.76842837 exp( 0.00003872 x )f(x) = 0.15687266 x + 2,033.76172753f(x) = 1,724.23846923 ln(x) − 12,196.64840408f(x) = 0.00000127 x² + 0.12518909 x + 2,214.29776815

Column J Exponential (Column J)Linear (Column J) Logarithmic (Column J)Polynomial (Column J)

Page 23: Correlação Dados Históricos Reservatórios

2918.453 79.65% 2875.509 79.94% 2403.914 83.23% 2886.231 79.87% 143382871.866 79.99% 2812.633 80.40% 2230.526 84.46% 2831.251 80.27% 143502834.516 75.88% 2761.482 76.50% 2074.303 82.35% 2786.372 76.29% 117532709.757 55.90% 2585.605 57.92% 1380.505 77.53% 2631.017 57.18% 61442780.389 71.89% 2686.148 72.85% 1812.623 81.68% 2720.026 72.50% 98922720.451 38.62% 2600.994 41.31% 1454.613 67.18% 2644.675 40.33% 4432

2860.47 67.10% 2797.097 67.83% 2184.655 74.87% 2817.634 67.59% 86952856.61 75.21% 2791.821 75.77% 2168.775 81.18% 2813.007 75.58% 11521

2960.572 78.23% 2931.496 78.44% 2544.046 81.29% 2935.014 78.42% 135982822.421 75.41% 2744.774 76.08% 2019.814 82.40% 2771.682 75.85% 114773049.501 67.65% 3047.135 67.67% 2799.898 70.30% 3035.256 67.80% 94262873.159 81.68% 2814.391 82.06% 2235.638 85.75% 2832.792 81.94% 156862940.209 81.09% 2904.528 81.32% 2478.063 84.06% 2911.537 81.27% 155452979.176 77.57% 2955.972 77.75% 2601.684 80.42% 2956.29 77.75% 132852976.272 80.13% 2952.162 80.29% 2592.845 82.69% 2952.98 80.28% 14977

2921.63 79.33% 2879.759 79.63% 2414.989 82.92% 2889.94 79.56% 141383159.298 79.88% 3185.345 79.72% 3060.491 80.51% 3154.149 79.91% 157033338.894 85.35% 3401.38 85.08% 3398.647 85.09% 3337.994 85.36% 227953035.578 80.41% 3029.254 80.45% 2762.89 82.17% 3019.802 80.51% 154973004.313 77.32% 2988.803 77.44% 2675.901 79.80% 2984.778 77.47% 132463012.325 71.16% 2999.209 71.29% 2698.73 74.16% 2993.796 71.34% 104452928.762 76.00% 2889.286 76.32% 2439.541 80.01% 2898.251 76.25% 122022944.514 72.44% 2910.244 72.76% 2492.276 76.67% 2916.517 72.70% 106833063.259 76.80% 3064.723 76.79% 2835.49 78.53% 3050.441 76.90% 132062943.851 83.73% 2909.365 83.92% 2490.097 86.24% 2915.751 83.89% 180972967.577 69.47% 2940.73 69.75% 2566.032 73.60% 2943.044 69.72% 97202953.252 73.42% 2921.823 73.70% 2520.687 77.31% 2926.598 73.66% 111102958.463 67.88% 2928.711 68.20% 2537.356 72.45% 2932.592 68.16% 92112902.514 78.94% 2854.11 79.29% 2346.97 82.97% 2867.543 79.20% 137832883.199 71.52% 2828.022 72.06% 2274.715 77.53% 2844.727 71.90% 101222858.432 75.07% 2794.312 75.63% 2176.293 81.02% 2815.192 75.45% 11465

2930.3 84.02% 2891.338 84.23% 2444.78 86.67% 2900.04 84.18% 183342958.685 65.27% 2929.005 65.61% 2538.062 70.20% 2932.847 65.57% 85182862.724 80.23% 2800.175 80.66% 2193.847 84.85% 2820.333 80.53% 144822972.702 74.23% 2947.472 74.45% 2581.899 77.62% 2948.904 74.44% 115372828.568 67.44% 2753.274 68.30% 2047.766 76.42% 2779.158 68.00% 86862893.058 77.69% 2841.359 78.09% 2312.058 82.17% 2856.396 77.98% 129692879.525 77.05% 2823.039 77.50% 2260.539 81.99% 2840.365 77.37% 12549

2932.06 67.17% 2893.683 67.60% 2450.748 72.56% 2902.085 67.50% 89302896.532 80.90% 2846.049 81.24% 2324.988 84.67% 2860.497 81.14% 151672949.931 73.08% 2917.426 73.38% 2509.957 77.09% 2922.77 73.33% 109582987.239 86.64% 2966.533 86.73% 2625.932 88.26% 2965.46 86.74% 22358.012980.588 65.14% 2957.823 65.41% 2605.96 69.52% 2957.897 65.41% 8550.0833023.323 72.38% 3013.449 72.47% 2729.456 75.06% 3006.127 72.53% 10944.84

2882.28 82.68% 2826.775 83.02% 2271.18 86.36% 2843.635 82.92% 16644.932984.297 81.62% 2962.683 81.75% 2617.135 83.88% 2962.118 81.75% 16233.11

Page 24: Correlação Dados Históricos Reservatórios

SET

EXP LINEAR LOG POLI

SET Y EPM Y EPM Y EPM Y EPM5067 2863.979 76.49% 2828.635 76.78% 2511.975 79.38% 2816.024 76.89%3198 2664.041 77.36% 2535.44 78.45% 1718.44 85.40% 2601.664 77.89%3108 2654.774 79.90% 2521.322 80.91% 1669.22 87.36% 2591.118 80.38%2583 2601.352 70.96% 2438.964 72.77% 1350.188 84.93% 2529.188 71.77%

3734 2719.908 75.05% 2619.524 75.97% 1985.619 81.79% 2664.047 75.57%3665 2712.651 61.98% 2608.7 63.43% 1953.459 72.62% 2656.057 62.77%2682 2611.343 79.07% 2454.494 80.33% 1415.038 88.66% 2540.92 79.63%2911 2634.6 76.06% 2490.418 77.37% 1556.312 85.86% 2567.961 76.67%2665 2609.625 77.49% 2451.827 78.85% 1404.075 87.89% 2538.907 78.10%2521 2595.115 76.43% 2429.238 77.93% 1308.296 88.12% 2521.828 77.09%3451 2690.267 72.56% 2575.129 73.73% 1849.721 81.13% 2631.2 73.16%3412 2686.207 69.29% 2569.011 70.63% 1830.124 79.08% 2626.658 69.97%3074 2651.281 82.47% 2515.988 83.36% 1650.254 89.09% 2587.128 82.89%2325 2575.495 59.82% 2398.491 62.58% 1168.744 81.77% 2498.497 61.02%2855 2628.894 57.92% 2481.633 60.28% 1522.819 75.63% 2561.361 59.01%3359 2680.7 83.15% 2560.697 83.90% 1803.131 88.67% 2620.479 83.53%4938 2849.709 71.79% 2808.399 72.20% 2467.51 75.57% 2801.514 72.27%2950 2638.582 75.82% 2496.536 77.12% 1579.259 85.52% 2572.553 76.42%2663 2609.423 70.55% 2451.514 72.34% 1402.78 84.17% 2538.67 71.35%2596 2602.662 68.79% 2441.003 70.72% 1358.844 83.70% 2530.73 69.65%2987 2642.365 78.35% 2502.34 79.49% 1600.751 86.88% 2576.906 78.88%2898 2633.275 59.48% 2488.379 61.71% 1548.595 76.17% 2566.43 60.51%2746 2617.822 46.44% 2464.534 49.58% 1455.7 70.22% 2548.491 47.86%2156 2558.697 54.18% 2371.979 57.52% 1038.623 81.40% 2478.302 55.62%2416 2584.586 62.35% 2412.766 64.85% 1234.943 82.01% 2509.342 63.45%3669 2713.071 63.72% 2609.328 65.11% 1955.34 73.86% 2656.52 64.48%5784 2944.603 72.45% 2941.113 72.48% 2740.172 74.36% 2895.904 72.91%4357 2786.317 65.26% 2717.256 66.12% 2251.675 71.92% 2735.638 65.89%2948 2638.378 77.19% 2496.222 78.42% 1578.09 86.36% 2572.318 77.77%3102 2654.157 72.86% 2520.381 74.23% 1665.888 82.97% 2590.414 73.52%3540 2699.554 82.35% 2589.091 83.07% 1893.625 87.62% 2641.552 82.73%3849 2732.046 71.20% 2637.565 72.20% 2037.921 78.52% 2677.336 71.78%2737 2616.91 82.04% 2463.122 83.10% 1450.04 90.05% 2547.427 82.52%2556 2598.634 52.11% 2434.728 55.13% 1332.069 75.45% 2525.984 53.45%3215 2665.795 78.70% 2538.107 79.72% 1727.582 86.20% 2603.654 79.20%

0 5000 10000 15000 20000 250000

2000

4000

6000

8000

10000

12000

f(x) = 2,353.76842837 exp( 0.00003872 x )f(x) = 0.15687266 x + 2,033.76172753f(x) = 1,724.23846923 ln(x) − 12,196.64840408f(x) = 0.00000127 x² + 0.12518909 x + 2,214.29776815

Column J Exponential (Column J)Linear (Column J) Logarithmic (Column J)Polynomial (Column J)

Page 25: Correlação Dados Históricos Reservatórios

3845 2731.623 80.95% 2636.937 81.61% 2036.128 85.80% 2676.874 81.33%3593 2705.099 81.15% 2597.405 81.90% 1919.248 86.63% 2647.707 81.55%3232 2667.551 77.30% 2540.774 78.38% 1736.675 85.22% 2605.643 77.83%1881 2531.596 58.80% 2328.839 62.10% 803.349 86.92% 2445.285 60.20%3588 2704.576 72.66% 2596.621 73.75% 1916.847 80.62% 2647.127 73.24%2179 2560.976 42.22% 2375.587 46.40% 1056.92 76.15% 2481.055 44.02%3279 2672.41 69.26% 2548.147 70.69% 1761.569 79.74% 2611.138 69.97%3410 2685.999 76.69% 2568.697 77.70% 1829.114 84.12% 2626.425 77.20%3615 2707.405 80.09% 2600.856 80.87% 1929.774 85.81% 2650.26 80.51%2794 2622.692 77.15% 2472.064 78.46% 1485.58 87.06% 2554.162 77.75%6207 2993.229 68.24% 3007.47 68.09% 2861.873 69.64% 2942.417 68.78%4761 2830.246 81.96% 2780.632 82.27% 2404.57 84.67% 2781.536 82.27%4471 2798.643 82.00% 2735.139 82.41% 2296.209 85.23% 2748.631 82.32%5892 2956.943 77.74% 2958.055 77.73% 2772.071 79.13% 2907.823 78.11%4865 2841.666 81.03% 2796.947 81.33% 2441.829 83.70% 2793.284 81.35%3537 2699.24 80.91% 2588.62 81.69% 1892.163 86.62% 2641.203 81.32%5595 2923.133 81.38% 2911.464 81.46% 2682.889 82.91% 2874.975 81.69%9601 3413.603 85.02% 3539.896 84.47% 3613.968 84.15% 3299.171 85.53%5686 2933.451 81.07% 2925.74 81.12% 2710.708 82.51% 2885.063 81.38%4764 2830.575 78.63% 2781.103 79.00% 2405.656 81.84% 2781.875 79.00%4255 2775.334 73.43% 2701.255 74.14% 2210.83 78.83% 2723.984 73.92%4437 2794.961 77.09% 2729.806 77.63% 2283.047 81.29% 2744.759 77.51%3959 2743.708 74.32% 2654.821 75.15% 2086.506 80.47% 2690.016 74.82%5288 2888.591 78.13% 2863.304 78.32% 2585.585 80.42% 2840.785 78.49%5107 2868.418 84.15% 2834.91 84.33% 2525.533 86.04% 2820.515 84.41%3989 2746.896 71.74% 2659.527 72.64% 2099.523 78.40% 2693.469 72.29%5862 2953.51 73.42% 2953.349 73.42% 2763.269 75.13% 2904.515 73.86%4882 2843.537 69.13% 2799.614 69.61% 2447.844 73.42% 2795.202 69.65%3451 2690.267 80.48% 2575.129 81.32% 1849.721 86.58% 2631.2 80.91%3410 2685.999 73.46% 2568.697 74.62% 1829.114 81.93% 2626.425 74.05%4515 2803.415 75.55% 2742.042 76.08% 2313.095 79.82% 2753.637 75.98%3970 2744.876 85.03% 2656.546 85.51% 2091.291 88.59% 2691.282 85.32%4040 2752.326 67.69% 2667.527 68.68% 2121.428 75.09% 2699.333 68.31%3955 2743.283 81.06% 2654.193 81.67% 2084.763 85.60% 2689.555 81.43%6154 2987.093 74.11% 2999.156 74.00% 2847.087 75.32% 2936.614 74.55%3592 2704.994 68.86% 2597.248 70.10% 1918.768 77.91% 2647.591 69.52%4065 2754.992 78.76% 2671.449 79.40% 2132.065 83.56% 2702.206 79.16%3585 2704.261 78.45% 2596.15 79.31% 1915.405 84.74% 2646.778 78.91%3480 2693.289 69.84% 2579.679 71.11% 1864.15 79.12% 2634.576 70.50%4046 2752.966 81.85% 2668.469 82.41% 2123.987 86.00% 2700.023 82.20%4545 2806.674 74.39% 2746.748 74.93% 2324.514 78.79% 2757.048 74.84%

3342.553 2678.994 88.02% 2558.117 88.56% 1794.667 91.97% 2618.56 88.29%3797.538 2726.608 68.11% 2629.492 69.25% 2014.712 76.44% 2671.393 68.76%6523.087 3030.088 72.31% 3057.056 72.07% 2947.516 73.07% 2976.878 72.80%3733.493 2719.855 83.66% 2619.445 84.26% 1985.385 88.07% 2663.988 84.00%3909.468 2738.45 83.13% 2647.05 83.69% 2064.798 87.28% 2684.31 83.46%

Page 26: Correlação Dados Históricos Reservatórios

JAN OUT

EXP LINEAR LOG POLI

JAN OUT Y EPM Y EPM Y EPM Y EPM12183 4836 3498.275 71.29% 3466.988 71.54% 3190.654 73.81% 3550.679 70.86%11767 4629 3478.504 70.44% 3438.746 70.78% 3127.054 73.43% 3560.119 69.74%13205 3701 3391.234 74.32% 3312.136 74.92% 2801.785 78.78% 3596.277 72.77%

8958 2906 3318.214 62.96% 3203.671 64.24% 2450.22 72.65% 3619.24 59.60%

10903 6277 3639.057 66.62% 3663.589 66.40% 3569.81 67.26% 3471.072 68.16%7134 2965 3323.578 53.41% 3211.721 54.98% 2479.441 65.24% 3617.79 49.29%

12476 4154 3433.557 72.48% 3373.94 72.96% 2969.653 76.20% 3579.886 71.31%11006 3789 3399.414 69.11% 3324.142 69.80% 2835.948 74.23% 3593.281 67.35%11595 2808 3309.322 71.46% 3190.3 72.49% 2400.348 79.30% 3621.559 68.77%11009 2884 3316.216 69.88% 3200.669 70.93% 2439.172 77.84% 3619.77 67.12%

9803 4127 3431.02 65.00% 3370.256 65.62% 2960.173 69.80% 3580.93 63.47%8748 3739 3394.764 61.19% 3317.32 62.08% 2816.636 67.80% 3594.994 58.90%

15124 4603 3476.029 77.02% 3435.199 77.29% 3118.866 79.38% 3561.269 76.45%6410 2402 3272.739 48.94% 3134.908 51.09% 2173.307 66.10% 3629.968 43.37%6248 3287 3353.01 46.33% 3255.652 47.89% 2629.325 57.92% 3609.158 42.23%

15908 4140 3432.242 78.42% 3372.03 78.80% 2964.745 81.36% 3580.428 77.49%10102 4643 3479.838 65.55% 3440.656 65.94% 3131.445 69.00% 3559.496 64.76%10910 3334 3357.328 69.23% 3262.065 70.10% 2649.965 75.71% 3607.797 66.93%

8862 3143 3339.816 62.31% 3236.006 63.48% 2564.198 71.07% 3613.168 59.23%8338 3877 3407.615 59.13% 3336.148 59.99% 2869.327 65.59% 3590.194 56.94%

12203 3353 3359.075 72.47% 3264.657 73.25% 2658.226 78.22% 3607.239 70.44%6499 3500 3372.622 48.11% 3284.713 49.46% 2720.605 58.14% 3602.781 44.56%4888 3976 3416.864 30.10% 3349.655 31.47% 2905.984 40.55% 3586.613 26.62%5584 2298 3263.433 41.56% 3120.719 44.11% 2108.958 62.23% 3631.811 34.96%6865 2481 3279.825 52.22% 3145.687 54.18% 2220.352 67.66% 3628.483 47.15%7479 3156 3341.005 55.33% 3237.779 56.71% 2570.199 65.63% 3612.816 51.69%

10688 4339 3450.994 67.71% 3399.18 68.20% 3032.998 71.62% 3572.501 66.57%8020 4378 3454.681 56.92% 3404.501 57.55% 3046.007 62.02% 3570.893 55.48%

11569 3244 3349.065 71.05% 3249.786 71.91% 2610.181 77.44% 3610.381 68.79%9781 3578 3379.832 65.44% 3295.354 66.31% 2752.648 71.86% 3600.314 63.19%

15293 3349 3358.707 78.04% 3264.111 78.66% 2656.491 82.63% 3607.357 76.41%9487 5328 3545.719 62.63% 3534.113 62.75% 3331.509 64.88% 3526.23 62.83%

14574 2812 3309.685 77.29% 3190.846 78.11% 2402.417 83.52% 3621.466 75.15%5426 3551 3377.334 37.76% 3291.671 39.34% 2741.636 49.47% 3601.176 33.63%

12517 5336 3546.496 71.67% 3535.205 71.76% 3333.69 73.37% 3525.81 71.83%

0 5000 10000 15000 20000 250000

2000

4000

6000

8000

10000

12000

f(x) = 3,064.42625441 exp( 0.00002738 x )f(x) = 0.13643366 x + 2,807.19475794f(x) = 1,453.79646282 ln(x) − 9,143.12743390f(x) = 0.00000585 x² − 0.00976691 x + 3,640.25972537

Column K Exponential (Column K)Linear (Column K) Logarithmic (Column K)Polynomial (Column K)

Page 27: Correlação Dados Históricos Reservatórios

14338 4600 3475.743 75.76% 3434.79 76.04% 3117.918 78.25% 3561.402 75.16%14350 3526 3375.023 76.48% 3288.26 77.09% 2731.365 80.97% 3601.967 74.90%11753 3351 3358.891 71.42% 3264.384 72.23% 2657.359 77.39% 3607.298 69.31%

6144 2918 3319.304 45.97% 3205.308 47.83% 2456.211 60.02% 3618.948 41.10%9892 3994 3418.549 65.44% 3352.111 66.11% 2912.55 70.56% 3585.949 63.75%4432 3341 3357.971 24.23% 3263.02 26.38% 2653.014 40.14% 3607.592 18.60%8695 7028 3714.659 57.28% 3766.051 56.69% 3734.104 57.05% 3419.954 60.67%

11521 4540 3470.038 69.88% 3426.604 70.26% 3098.831 73.10% 3564.024 69.06%13598 4190 3436.944 74.72% 3378.852 75.15% 2982.198 78.07% 3578.48 73.68%11477 4179 3435.909 70.06% 3377.351 70.57% 2978.376 74.05% 3578.911 68.82%

9426 6784 3689.926 60.85% 3732.761 60.40% 3682.733 60.93% 3437.286 63.53%15686 4605 3476.219 77.84% 3435.472 78.10% 3119.497 80.11% 3561.181 77.30%15545 4286 3445.989 77.83% 3391.949 78.18% 3015.131 80.60% 3574.657 77.00%13285 5751 3587.023 73.00% 3591.825 72.96% 3442.576 74.09% 3502.946 73.63%14977 4846 3499.233 76.64% 3468.352 76.84% 3193.657 78.68% 3550.21 76.30%14138 5727 3584.667 74.65% 3588.55 74.62% 3436.496 75.69% 3504.323 75.21%15703 7600 3773.294 75.97% 3844.091 75.52% 3847.858 75.50% 3376.592 78.50%22795 11155 4159.04 81.75% 4329.112 81.01% 4405.737 80.67% 3021.271 86.75%15497 5092 3522.882 77.27% 3501.915 77.40% 3265.645 78.93% 3538.311 77.17%13246 4377 3454.586 73.92% 3404.365 74.30% 3045.675 77.01% 3570.934 73.04%10445 3882 3408.081 67.37% 3336.83 68.05% 2871.2 72.51% 3590.016 65.63%12202 5219 3535.153 71.03% 3519.242 71.16% 3301.459 72.94% 3531.891 71.05%10683 4884 3502.876 67.21% 3473.537 67.49% 3205.012 70.00% 3548.419 66.78%13206 4187 3436.661 73.98% 3378.442 74.42% 2981.157 77.43% 3578.598 72.90%18097 5356 3548.438 80.39% 3537.933 80.45% 3339.129 81.55% 3524.754 80.52%

9720 5816 3593.413 63.03% 3600.693 62.96% 3458.915 64.41% 3499.183 64.00%11110 7028 3714.659 66.56% 3766.051 66.10% 3734.104 66.39% 3419.954 69.22%

9211 5545 3566.849 61.28% 3563.719 61.31% 3389.546 63.20% 3514.547 61.84%13783 3418 3365.058 75.59% 3273.525 76.25% 2686.139 80.51% 3605.299 73.84%10122 4773 3492.246 65.50% 3458.393 65.83% 3171.59 68.67% 3553.605 64.89%11465 4015 3420.515 70.17% 3354.976 70.74% 2920.174 74.53% 3585.171 68.73%18334 4386 3455.437 81.15% 3405.593 81.42% 3048.661 83.37% 3570.561 80.52%

8518 5834 3595.184 57.79% 3603.149 57.70% 3463.408 59.34% 3498.132 58.93%14482 3103 3336.16 76.96% 3230.548 77.69% 2545.577 82.42% 3614.239 75.04%11537 3855 3405.563 70.48% 3333.147 71.11% 2861.054 75.20% 3590.974 68.87%

8686 4506 3466.809 60.09% 3421.965 60.60% 3087.902 64.45% 3565.491 58.95%12969 3024 3328.952 74.33% 3219.77 75.17% 2508.086 80.66% 3616.299 72.12%12549 3591 3381.035 73.06% 3297.128 73.73% 2757.921 78.02% 3599.895 71.31%

8930 4632 3478.79 61.04% 3439.155 61.49% 3127.996 64.97% 3559.986 60.13%15167 4100 3428.485 77.40% 3366.573 77.80% 2950.631 80.55% 3581.966 76.38%10958 6037 3615.223 67.01% 3630.845 66.87% 3513.134 67.94% 3486.017 68.19%

22358.01 3243.595 3349.027 85.02% 3249.73 85.47% 2609.999 88.33% 3610.392 83.85%8550.083 4592.365 3475.017 59.36% 3433.748 59.84% 3115.503 63.56% 3561.738 58.34%10944.84 6435.649 3654.899 66.61% 3685.234 66.33% 3606.098 67.05% 3460.823 68.38%16644.93 5453.563 3557.93 78.62% 3551.244 78.66% 3365.373 79.78% 3519.537 78.86%16233.11 5214.296 3534.698 78.23% 3518.6 78.32% 3300.148 79.67% 3532.132 78.24%

Page 28: Correlação Dados Históricos Reservatórios

JAN NOV

EXP LINEAR LOG POLI

JAN NOV Y EPM Y EPM Y EPM Y12183 5077 4502.397 63.04% 4494.809 63.11% 4260.508 65.03% 4816.31411767 4770 4467.205 62.04% 4447.638 62.20% 4161.161 64.64% 4827.56413205 3528 4327.619 67.23% 4256.803 67.76% 3680.765 72.13% 4858.206

8958 2740 4241.327 52.65% 4135.727 53.83% 3278.161 63.41% 4865.281

10903 4974 4490.559 58.81% 4478.983 58.92% 4227.862 61.22% 4820.2517134 3696 4346.242 39.08% 4282.617 39.97% 3754.859 47.37% 4855.456

12476 6284 4643.465 62.78% 4680.265 62.49% 4600.219 63.13% 4757.95811006 4591 4446.813 59.60% 4420.134 59.84% 4100.241 62.75% 4833.45111595 4996 4493.085 61.25% 4482.363 61.34% 4234.892 63.48% 4819.42411009 5865 4594 58.27% 4615.885 58.07% 4490.312 59.21% 4780.768

9803 5116 4506.887 54.03% 4500.801 54.09% 4272.696 56.41% 4814.7818748 4892 4481.157 48.78% 4466.383 48.94% 4201.386 51.97% 4823.268

15124 6393 4656.419 69.21% 4697.013 68.94% 4627.609 69.40% 4751.586410 4542 4441.247 30.71% 4412.605 31.16% 4083.15 36.30% 4834.9766248 5444 4544.83 27.26% 4551.198 27.16% 4371.671 30.03% 4800.954

15908 4411 4426.401 72.17% 4392.477 72.39% 4036.537 74.63% 4838.87210102 4434 4429.004 56.16% 4396.011 56.48% 4044.82 59.96% 4838.20710910 4241 4407.209 59.60% 4366.356 59.98% 3973.938 63.58% 4843.531

8862 4293 4413.071 50.20% 4374.346 50.64% 3993.349 54.94% 4842.1538338 6210 4634.69 44.41% 4668.895 44.00% 4581.351 45.05% 4762.184

12203 3390 4312.381 64.66% 4235.6 65.29% 3617.212 70.36% 4860.1386499 4890 4480.928 31.05% 4466.076 31.28% 4200.735 35.36% 4823.344888 4564 4443.745 9.09% 4415.986 9.66% 4090.846 16.31% 4834.2965584 2970 4266.334 23.60% 4171.066 25.30% 3406.543 38.99% 4864.2086865 3675 4343.909 36.72% 4279.39 37.66% 3745.784 45.44% 4855.8237479 4219 4404.732 41.11% 4362.976 41.66% 3965.655 46.98% 4844.101

10688 5313 4529.638 57.62% 4531.07 57.61% 4332.876 59.46% 4806.6768020 4934 4485.97 44.07% 4472.836 44.23% 4215.002 47.44% 4821.736

11569 4478 4433.988 61.67% 4402.772 61.94% 4060.548 64.90% 4836.9129781 5651 4568.94 53.29% 4583.004 53.14% 4431.11 54.70% 4791.371

15293 5081 4502.857 70.56% 4495.423 70.60% 4261.762 72.13% 4816.1589487 5384 4537.866 52.17% 4541.979 52.12% 4354.02 54.11% 4803.607

14574 3783 4355.917 70.11% 4295.984 70.52% 3791.916 73.98% 4853.865426 4851 4476.463 17.50% 4460.083 17.80% 4187.981 22.82% 4824.738

12517 6195 4632.913 62.99% 4666.59 62.72% 4577.499 63.43% 4763.031

0 5000 10000 15000 20000 250000

2000

4000

6000

8000

10000

12000

14000

f(x) = 3,954.45077503 exp( 0.00002556 x )f(x) = 0.15365081 x + 3,714.72339388f(x) = 1,592.74707576 ln(x) − 9,329.56822940f(x) = 0.00000773 x² − 0.03947266 x + 4,815.15960224

Column L Exponential (Column L)Linear (Column L) Logarithmic (Column L)Polynomial (Column L)

Page 29: Correlação Dados Históricos Reservatórios

14338 7347 4771.358 66.72% 4843.596 66.22% 4849.142 66.18% 4687.91214350 5733 4578.526 68.09% 4595.603 67.97% 4454.056 68.96% 4787.39211753 4024 4382.832 62.71% 4333.014 63.13% 3890.283 66.90% 4848.829

6144 6934 4721.256 23.16% 4780.138 22.20% 4756.993 22.57% 4717.2029892 4359 4420.522 55.31% 4384.487 55.68% 4017.649 59.38% 4840.3444432 3827 4360.819 1.61% 4302.745 2.92% 3810.335 14.03% 4853.0088695 8394 4900.77 43.64% 5004.468 42.44% 5061.336 41.79% 4601.843

11521 6899 4717.034 59.06% 4774.76 58.56% 4748.933 58.78% 4719.56313598 4339 4418.263 67.51% 4381.414 67.78% 4010.324 70.51% 4840.89911477 5843 4591.418 59.99% 4612.505 59.81% 4484.327 60.93% 4781.891

9426 8126 4867.314 48.36% 4963.29 47.34% 5009.653 46.85% 4625.48815686 6690 4691.902 70.09% 4742.647 69.77% 4699.936 70.04% 4733.26715545 6941 4722.1 69.62% 4781.214 69.24% 4758.6 69.39% 4716.72713285 6572 4677.773 64.79% 4724.517 64.44% 4671.592 64.84% 4740.70614977 5851 4592.356 69.34% 4613.734 69.19% 4486.506 70.04% 4781.48414138 9787 5078.406 64.08% 5218.504 63.09% 5305.882 62.47% 4461.05815703 8415 4903.401 68.77% 5007.695 68.11% 5065.315 67.74% 4599.94422795 11775 5343.125 76.56% 5523.962 75.77% 5600.419 75.43% 4208.18115497 5159 4511.843 70.89% 4507.408 70.91% 4286.027 72.34% 4813.06313246 5588 4561.589 65.56% 4573.324 65.47% 4413.254 66.68% 4794.35810445 4272 4410.703 57.77% 4371.12 58.15% 3985.538 61.84% 4842.71412202 6487 4667.621 61.75% 4711.456 61.39% 4650.858 61.88% 4745.93110683 6182 4631.374 56.65% 4664.593 56.34% 4574.154 57.18% 4763.76113206 5826 4589.423 65.25% 4609.893 65.09% 4479.686 66.08% 4782.75418097 5156 4511.497 75.07% 4506.947 75.10% 4285.101 76.32% 4813.184

9720 4763 4466.406 54.05% 4446.562 54.25% 4158.822 57.21% 4827.80411110 9273 5012.123 54.89% 5139.527 53.74% 5219.957 53.02% 4516.498

9211 4371 4421.878 51.99% 4386.331 52.38% 4022.028 56.33% 4840.00813783 5007 4494.348 67.39% 4484.053 67.47% 4238.395 69.25% 4819.00810122 4874 4479.096 55.75% 4463.617 55.90% 4195.515 58.55% 4823.91611465 6708 4694.062 59.06% 4745.413 58.61% 4704.216 58.97% 4732.11318334 6258 4640.38 74.69% 4676.27 74.49% 4593.615 74.94% 4759.453

8518 5852 4592.474 46.09% 4613.888 45.83% 4486.778 47.33% 4781.43314482 4247 4407.885 69.56% 4367.278 69.84% 3976.19 72.54% 4843.37411537 5925 4601.051 60.12% 4625.104 59.91% 4506.524 60.94% 4777.669

8686 5806 4587.077 47.19% 4606.82 46.96% 4474.209 48.49% 4783.76212969 4690 4458.08 65.63% 4435.346 65.80% 4134.222 68.12% 4830.25712549 4723 4461.842 64.44% 4440.416 64.62% 4145.39 66.97% 4829.158

8930 5370 4536.242 49.20% 4539.828 49.16% 4349.873 51.29% 4804.21915167 5103 4505.39 70.29% 4498.803 70.34% 4268.644 71.86% 4815.29510958 5957 4604.816 57.98% 4630.021 57.75% 4515.103 58.80% 4775.993

22358.01 5341.019 4532.883 79.73% 4535.375 79.71% 4341.254 80.58% 4805.4748550.083 5106.183 4505.756 47.30% 4499.293 47.38% 4269.637 50.06% 4815.16910944.84 7189.532 4752.193 56.58% 4819.401 55.97% 4814.633 56.01% 4699.39116644.93 6084.218 4619.813 72.24% 4649.568 72.07% 4548.759 72.67% 4769.17316233.11 5501.768 4551.546 71.96% 4560.075 71.91% 4388.483 72.97% 4798.346

Page 30: Correlação Dados Históricos Reservatórios

JAN DEZ

EXP LINEAR LOG

EPM JAN DEZ Y EPM Y EPM Y EPM60.47% 12183 7820 7299.313 40.09% 7481.772 38.59% 7481.048 38.59%58.97% 11767 9739 7585.925 35.53% 7847.196 33.31% 7940.583 32.52%63.21% 13205 6630 7127.046 46.03% 7255.168 45.06% 7135.372 45.96%45.69% 8958 6533 7113.185 20.59% 7236.697 19.22% 7104.51 20.69%

55.79% 10903 6224 7069.208 35.16% 7177.856 34.17% 7003.049 35.77%31.94% 7134 7030 7184.493 0.71% 7331.338 2.77% 7258.042 1.74%61.86% 12476 10030 7630.359 38.84% 7902.609 36.66% 8002.235 35.86%56.08% 11006 8299 7369.823 33.04% 7572.985 31.19% 7605.537 30.90%58.44% 11595 7498 7252.293 37.45% 7420.456 36.00% 7392.999 36.24%56.57% 11009 6355 7087.819 35.62% 7202.801 34.57% 7046.665 35.99%50.88% 9803 7860 7305.175 25.48% 7489.389 23.60% 7491.732 23.58%44.86% 8748 7255 7217.009 17.50% 7374.183 15.70% 7324.012 16.28%68.58% 15124 6661 7131.482 52.85% 7261.071 51.99% 7145.14 52.76%24.57% 6410 4694 6855.432 6.95% 6886.507 7.43% 6412.275 0.04%23.16% 6248 11214 7813.85 25.06% 8128.071 30.09% 8235.888 31.82%69.58% 15908 6038 7042.868 55.73% 7142.437 55.10% 6939.517 56.38%52.11% 10102 8441 7390.857 26.84% 7600.026 24.77% 7641.063 24.36%55.60% 10910 7708 7282.924 33.25% 7460.445 31.62% 7450.841 31.71%45.36% 8862 6579 7119.755 19.66% 7245.456 18.24% 7119.202 19.67%42.89% 8338 9043 7480.696 10.28% 7714.661 7.48% 7785.319 6.63%60.17% 12203 5099 6911.383 43.36% 6963.629 42.94% 6585.573 46.03%25.78% 6499 4913 6885.631 5.95% 6928.21 6.60% 6507.76 0.13%

1.10% 4888 6206 7066.655 44.57% 7174.428 46.78% 6996.984 43.15%12.89% 5584 4374 6811.545 21.98% 6825.572 22.23% 6264.424 12.19%29.27% 6865 6439 7099.778 3.42% 7218.797 5.15% 7074.162 3.05%35.23% 7479 7926 7314.858 2.19% 7501.957 0.31% 7509.242 0.40%55.03% 10688 8083 7337.943 31.34% 7531.854 29.53% 7550.314 29.36%39.88% 8020 6022 7040.607 12.21% 7139.39 10.98% 6933.961 13.54%58.19% 11569 5898 7023.107 39.29% 7115.778 38.49% 6890.393 40.44%51.01% 9781 8180 7352.243 24.83% 7550.325 22.81% 7575.294 22.55%68.51% 15293 5434 6958.008 54.50% 7027.421 54.05% 6718.816 56.07%49.37% 9487 10050 7633.423 19.54% 7906.418 16.66% 8006.406 15.61%66.70% 14574 3150 6646.253 54.40% 6592.493 54.77% 5577.017 61.73%11.08% 5426 7144 7200.949 32.71% 7353.046 35.52% 7291.727 34.38%61.95% 12517 10617 7720.785 38.32% 8014.388 35.97% 8121.333 35.12%

0 5000 10000 15000 20000 250000

2000

4000

6000

8000

10000

12000

14000

16000

f(x) = 6,239.08047438 exp( 0.00002007 x )f(x) = 0.19042384 x + 5,992.65798671f(x) = 2,093.99333435 ln(x) − 11,290.42913586f(x) = − 0.00000170 x² + 0.23292049 x + 5,750.50796185

Column M Exponential (Column M)Linear (Column M) Logarithmic (Column M)Polynomial (Column M)

Page 31: Correlação Dados Históricos Reservatórios

67.30% 14338 7861 7305.322 49.05% 7489.58 47.76% 7491.998 47.75%66.64% 14350 8518 7402.287 48.42% 7614.688 46.94% 7660.078 46.62%58.74% 11753 7076 7191.129 38.81% 7340.097 37.55% 7271.7 38.13%23.22% 6144 6634 7127.619 16.01% 7255.93 18.10% 7136.635 16.16%51.07% 9892 4240 6793.251 31.33% 6800.055 31.26% 6199.27 37.33%

9.50% 4432 8094 7339.564 65.60% 7533.949 69.99% 7553.162 70.42%47.07% 8695 8884 7456.862 14.24% 7684.383 11.62% 7748.173 10.89%59.04% 11521 8815 7446.543 35.37% 7671.244 33.42% 7731.846 32.89%64.40% 13598 7248 7215.996 46.93% 7372.85 45.78% 7321.991 46.15%58.34% 11477 8827 7448.336 35.10% 7673.529 33.14% 7734.695 32.61%50.93% 9426 12305 7986.832 15.27% 8335.823 11.57% 8430.3 10.56%69.82% 15686 11758 7899.63 49.64% 8231.661 47.52% 8335.082 46.86%69.66% 15545 10420 7690.319 50.53% 7976.874 48.69% 8082.113 48.01%64.32% 13285 9175 7500.54 43.54% 7739.797 41.74% 7815.664 41.17%68.07% 14977 10939 7770.842 48.11% 8075.704 46.08% 8183.897 45.36%68.45% 14138 13143 8122.296 42.55% 8495.399 39.91% 8568.259 39.40%70.71% 15703 13336 8153.818 48.07% 8532.15 45.67% 8598.785 45.24%81.54% 22795 14959 8423.791 63.05% 8841.208 61.21% 8839.272 61.22%68.94% 15497 9657 7573.451 51.13% 7831.581 49.46% 7922.878 48.87%63.81% 13246 6184 7063.535 46.67% 7170.239 45.87% 6989.548 47.23%53.64% 10445 8238 7360.806 29.53% 7561.37 27.61% 7590.089 27.33%61.11% 12202 10238 7662.279 37.20% 7942.217 34.91% 8045.215 34.07%55.41% 10683 7144 7200.949 32.59% 7353.046 31.17% 7291.727 31.74%63.78% 13206 11641 7881.102 40.32% 8209.382 37.84% 8314.141 37.04%73.40% 18097 5592 6980.107 61.43% 7057.508 61.00% 6778.833 62.54%50.33% 9720 7045 7186.656 26.06% 7334.194 24.55% 7262.506 25.28%59.35% 11110 10236 7661.972 31.04% 7941.836 28.52% 8044.806 27.59%47.45% 9211 7500 7252.584 21.26% 7420.837 19.44% 7393.558 19.73%65.04% 13783 7275 7219.907 47.62% 7377.991 46.47% 7329.776 46.82%52.34% 10122 6069 7047.251 30.38% 7148.34 29.38% 6950.24 31.34%58.73% 11465 9133 7494.22 34.63% 7731.799 32.56% 7806.056 31.91%74.04% 18334 10766 7743.908 57.76% 8042.761 56.13% 8150.516 55.54%43.87% 8518 8487 7397.683 13.15% 7608.785 10.67% 7652.444 10.16%66.56% 14482 6073 7047.817 51.33% 7149.102 50.63% 6951.62 52.00%58.59% 11537 9405 7535.244 34.69% 7783.594 32.53% 7867.509 31.81%44.93% 8686 8659 7423.265 14.54% 7641.538 12.02% 7694.457 11.42%62.76% 12969 6542 7114.47 45.14% 7238.411 44.19% 7107.393 45.20%61.52% 12549 7376 7234.557 42.35% 7397.224 41.05% 7358.648 41.36%46.20% 8930 8303 7370.415 17.46% 7573.747 15.19% 7606.546 14.82%68.25% 15167 12673 8046.039 46.95% 8405.899 44.58% 8492.005 44.01%56.42% 10958 12221 7973.378 27.24% 8319.828 24.08% 8415.956 23.20%78.51% 22358.01 6512.297 7110.23 68.20% 7232.755 67.65% 7097.864 68.25%43.68% 8550.083 6600.145 7122.777 16.69% 7249.483 15.21% 7125.922 16.66%57.06% 10944.84 13850.09 8238.383 24.73% 8630.045 21.15% 8677.989 20.71%71.35% 16644.93 8512.547 7401.477 55.53% 7613.65 54.26% 7658.737 53.99%70.44% 16233.11 8094.844 7339.688 54.79% 7534.109 53.59% 7553.38 53.47%

Page 32: Correlação Dados Históricos Reservatórios

POLI

Y EPM7467.987 38.70%7857.679 33.22%7220.044 45.32%7199.621 19.63%

7134.35 34.57%7303.923 2.38%7915.679 36.55%

7566.43 31.25%7401.372 36.17%7162.061 34.94%7476.238 23.74%7350.867 15.97%7226.564 52.22%

6806.38 6.18%8148.697 30.42%7094.904 55.40%7595.464 24.81%7444.857 31.76%

7209.31 18.65%7717.789 7.44%

6893.97 43.51%6853.812 5.46%7130.538 45.88%6736.778 20.64%

7179.8 4.59%7489.839 0.14%7522.135 29.62%7091.506 11.58%7065.136 38.93%7542.046 22.89%

6966 54.45%7919.655 16.52%6467.339 55.62%7327.729 35.05%

8031.8 35.83%

Page 33: Correlação Dados Históricos Reservatórios

7476.444 47.86%7611.179 46.96%7313.535 37.77%7220.886 17.53%6707.529 32.19%7524.395 69.77%

7685.6 11.61%7671.605 33.41%7349.409 45.95%

7674.04 33.14%8359.192 11.32%8254.161 47.38%

7992.96 48.58%7744.446 41.71%

8095 45.95%8518.127 39.75%8554.392 45.52%8854.354 61.16%7841.283 49.40%7125.877 46.20%7553.937 27.68%

7956.96 34.79%7327.729 31.41%8231.563 37.67%

6999.84 61.32%7307.058 24.82%7956.563 28.38%7401.787 19.64%7355.031 46.64%7101.487 29.84%7735.971 32.53%8061.088 56.03%7604.855 10.72%7102.336 50.96%7790.753 32.47%7639.903 12.04%7201.518 44.47%

7376.04 41.22%7567.249 15.26%8429.281 44.42%8343.129 23.86%7195.258 67.82%7213.762 15.63%8650.374 20.96%7610.067 54.28%7524.568 53.65%

Page 34: Correlação Dados Históricos Reservatórios

FEV JAN

EXP LINEAR LOGANO FEV JAN Y EPM Y EPM Y EPM1931 19272 12183 12228.94 36.55% 12850.46 33.32% 13164.97 31.69%1932 12784 11767 11953.57 6.50% 12588.95 1.53% 12926.53 1.11%1933 10610 13205 12932.71 21.89% 13492.92 27.17% 13717.82 29.29%1934 6945 8958 10249.58 47.58% 10823.13 55.84% 11054.63 59.17%1935 14118 10903 11401.28 19.24% 12045.81 14.68% 12403.15 12.15%1936 4929 7134 9275.466 88.18% 9676.502 96.32% 9492.086 92.58%1937 8297 12476 12426.7 49.77% 13034.65 57.10% 13328.07 60.64%1938 8875 11006 11465.76 29.19% 12110.56 36.46% 12467.68 40.48%1939 11720 11595 11841.53 1.04% 12480.83 6.49% 12825.47 9.43%1940 15090 11009 11467.64 24.01% 12112.45 19.73% 12469.55 17.37%1941 7087 9803 10734.91 51.47% 11354.32 60.21% 11673.27 64.71%1942 9282 8748 10132.41 9.16% 10691.11 15.18% 10891.82 17.34%1943 14547 15124 14365.44 1.25% 14699.27 1.05% 14649.04 0.70%1944 8780 6410 8914.988 1.54% 9221.373 5.03% 8757.653 0.25%1945 13460 6248 8836.266 34.35% 9119.534 32.25% 8581.974 36.24%1946 12436 15908 14995.49 20.58% 15192.12 22.16% 14995.89 20.58%1947 11812 10102 10912.08 7.62% 11542.28 2.28% 11879.47 0.57%1948 11684 10910 11405.65 2.38% 12050.21 3.13% 12407.55 6.19%1949 13519 8862 10195.85 24.58% 10762.78 20.39% 10980.68 18.78%1950 14288 8338 9907.498 30.66% 10433.37 26.98% 10562.38 26.08%1951 15593 12203 12242.34 21.49% 12863.04 17.51% 13176.23 15.50%1952 10466 6499 8958.534 14.40% 9277.321 11.36% 8852.288 15.42%1953 4796 4888 8202.216 71.02% 8264.595 72.32% 6897.249 43.81%1954 8714 5584 8520.801 2.22% 8702.123 0.14% 7810.871 10.36%1955 5143 6865 9139.86 77.71% 9507.4 84.86% 9228.298 79.43%1956 4986 7479 9452.333 89.58% 9893.38 98.42% 9816.206 96.88%1957 12414 10688 11267.86 9.23% 11910.66 4.05% 12266.46 1.19%1958 12609 8020 9736.497 22.78% 10233.47 18.84% 10295.52 18.35%1959 10452 11569 11824.68 13.13% 12464.48 19.25% 12810.07 22.56%1960 12210 9781 10721.98 12.19% 11340.49 7.12% 11657.85 4.52%1961 15572 15293 14498.98 6.89% 14805.51 4.92% 14725.31 5.44%1962 12889 9487 10550.78 18.14% 11155.67 13.45% 11448.4 11.18%1963 12801 14574 13939.31 8.89% 14353.52 12.13% 14394.81 12.45%1964 11464 5426 8447.41 26.31% 8602.799 24.96% 7613.88 33.58%1965 15091 12517 12454.63 17.47% 13060.43 13.46% 13350.59 11.53%

0 5000 10000 15000 20000 250000

5000

10000

15000

20000

25000

30000

f(x) = 6,276.33592764 exp( 0.00005475 x )f(x) = 0.62863161 x + 5,191.84409806f(x) = 6,863.03221063 ln(x) − 51,401.04186650f(x) = 0.00000688 x² + 0.45664055 x + 6,171.86580105

Column C Exponential (Column C)Linear (Column C) Logarithmic (Column C)Polynomial (Column C)

Page 35: Correlação Dados Históricos Reservatórios

1966 14992 14338 13760.36 8.22% 14205.16 5.25% 14282.77 4.73%1967 15730 14350 13769.4 12.46% 14212.71 9.65% 14288.51 9.16%1968 9455 11753 11944.41 26.33% 12580.15 33.05% 12918.36 36.63%1969 7582 6144 8786.095 15.88% 9054.157 19.42% 8466.775 11.67%1970 11101 9892 10787.34 2.83% 11410.27 2.79% 11735.3 5.71%1971 3600 4432 7999.975 122.22% 7977.939 121.61% 6225.137 72.92%1972 12546 8695 10103.05 19.47% 10657.8 15.05% 10850.12 13.52%1973 11327 11521 11793.65 4.12% 12434.31 9.78% 12781.53 12.84%1974 9985 13598 13214 32.34% 13739.98 37.61% 13919.09 39.40%1975 9734 11477 11765.27 20.87% 12406.65 27.46% 12755.27 31.04%1976 11164 9426 10515.6 5.81% 11117.33 0.42% 11404.12 2.15%1977 16018 15686 14814.33 7.51% 15052.56 6.03% 14899.44 6.98%1978 9638 15545 14700.41 52.53% 14963.92 55.26% 14837.47 53.95%1979 16335 13285 12989.48 20.48% 13543.22 17.09% 13759.27 15.77%1980 17562 14977 14250.29 18.86% 14606.86 16.83% 14582.01 16.97%1981 11164 14138 13610.5 21.91% 14079.44 26.11% 14186.36 27.07%1982 16370 15703 14828.12 9.42% 15063.25 7.98% 14906.88 8.94%1983 26596 22795 21863.37 17.79% 19521.5 26.60% 17464.66 34.33%1984 11948 15497 14661.82 22.71% 14933.75 24.99% 14816.25 24.01%1985 15651 13246 12961.78 17.18% 13518.7 13.62% 13739.09 12.22%1986 10156 10445 11118.94 9.48% 11757.9 15.77% 12108.63 19.23%1987 14522 12202 12241.67 15.70% 12862.41 11.43% 13175.67 9.27%1988 12799 10683 11264.78 11.99% 11907.52 6.97% 12263.25 4.19%1989 14588 13206 12933.42 11.34% 13493.55 7.50% 13718.34 5.96%1990 8799 18097 16904.79 92.12% 16568.19 88.30% 15880.7 80.48%1991 15009 9720 10686.23 28.80% 11302.14 24.70% 11614.91 22.61%1992 16751 11110 11531.23 31.16% 12175.94 27.31% 12532.23 25.19%1993 14062 9211 10392.54 26.09% 10982.17 21.90% 11245.77 20.03%1994 12311 13783 13348.52 8.43% 13856.27 12.55% 14011.83 13.82%1995 18944 10122 10924.04 42.34% 11554.85 39.01% 11893.04 37.22%1996 8434 11465 11757.54 39.41% 12399.11 47.01% 12748.09 51.15%1997 16522 18334 17125.57 3.65% 16717.18 1.18% 15970 3.34%1998 11226 8518 10005.62 10.87% 10546.53 6.05% 10708.97 4.61%1999 11908 14482 13869.27 16.47% 14295.69 20.05% 14351.35 20.52%2000 15010 11537 11803.98 21.36% 12444.37 17.09% 12791.06 14.78%2001 8530 8686 10098.08 18.38% 10652.14 24.88% 10843.01 27.12%2002 16121 12969 12766.69 20.81% 13344.57 17.22% 13594.05 15.67%2003 14283 12549 12476.47 12.65% 13080.54 8.42% 13368.11 6.41%2004 13700 8930 10233.88 25.30% 10805.52 21.13% 11033.14 19.47%2005 13098 15167 14399.3 9.94% 14726.3 12.43% 14668.53 11.99%2006 12149 10958 11435.66 5.87% 12080.39 0.56% 12437.68 2.38%2007 21444.66 22358.01 21346.49 0.46% 19246.8 10.25% 17331.81 19.18%2008 15057.55 8550.083 10023.21 33.43% 10566.7 29.82% 10734.77 28.71%2009 14729.58 10944.84 11427.43 22.42% 12072.12 18.04% 12429.44 15.62%2010 13854.93 16644.93 15612.88 12.69% 15655.38 13.00% 15306.68 10.48%2011 11046.2 16233.11 15264.8 38.19% 15396.49 39.38% 15134.74 37.01%

Page 36: Correlação Dados Históricos Reservatórios

FEV MAR

POLI EXP LINEAR LOG

Y EPM FEV MAR Y EPM Y EPM Y12756.28 33.81% 19272 18622 15723.57 18.41% 15343.38 20.39% 14724.3712497.78 2.24% 12784 10591 10257.32 19.76% 10781.33 15.67% 11146.9713401.48 26.31% 10610 8277 9069.436 14.52% 9466.845 10.77% 9584.23310814.54 55.72% 6945 6843 8403.394 21.00% 8652.253 24.58% 8378.194

11968.48 15.23% 14118 12065 11093.88 21.42% 11618.64 17.70% 11972.989779.69 98.41% 4929 10924 10440.62 111.82% 10970.49 122.57% 11343.21

12939.79 55.96% 8297 7784 8834.702 6.48% 9186.794 10.72% 9194.94812031.04 35.56% 8875 8019 8945.826 0.80% 9320.287 5.02% 9383.49412391.59 5.73% 11720 6633 8310.051 29.10% 8532.962 27.19% 8180.6112032.86 20.26% 15090 12733 11495.14 23.82% 11998.1 20.49% 12314.5811309.47 59.58% 7087 6072 8065.745 13.81% 8214.283 15.91% 7620.4310693.07 15.20% 9282 13102 11722.99 26.30% 12207.71 31.52% 12495.68

14651.8 0.72% 14547 13494 11969.99 17.72% 12430.39 14.55% 12682.569381.618 6.85% 8780 10155 10022.18 14.15% 10533.65 19.97% 10880.499293.534 30.95% 13460 11348 10678.76 20.66% 11211.34 16.71% 11584.615177.19 22.04% 12436 14508 12633.31 1.59% 13006.4 4.59% 13141.8611486.96 2.75% 11812 18857 15921.34 34.79% 15476.87 31.03% 14803.8611972.73 2.47% 11684 12201 11174.42 4.36% 11695.9 0.10% 12044.0410758.94 20.42% 13519 10862 10406.25 23.03% 10935.27 19.11% 11307.1310457.65 26.81% 14288 12429 11310.77 20.84% 11825.41 17.24% 12161.412768.77 18.11% 15593 14313 12502.95 19.82% 12895.63 17.30% 13056.089430.163 9.90% 10466 15530 13339.07 27.45% 13586.95 29.82% 13573.388568.306 78.66% 4796 6241 8138.576 69.70% 8310.284 73.28% 7794.4538936.272 2.55% 8714 5632 7879.17 9.58% 7964.338 8.60% 7143.5829630.945 87.26% 5143 5513 7829.455 52.24% 7896.74 53.54% 7008.2069971.916 100.00% 4986 7183 8556.748 71.62% 8845.392 77.40% 8685.58211838.37 4.64% 12414 12381 11281.92 9.12% 11798.15 4.96% 12136.8710276.65 18.50% 12609 10286 10092.26 19.96% 10608.07 15.87% 10961.7412375.57 18.40% 10452 11141 10561.83 1.05% 11093.76 6.14% 11467.911296.46 7.48% 12210 12318 11244.18 7.91% 11762.36 3.67% 12104.5414764.34 5.19% 15572 18046 15249.14 2.07% 15016.18 3.57% 14525.211123.24 13.70% 12889 13472 11955.99 7.24% 12417.89 3.66% 12672.2114288.27 11.62% 12801 9093 9471.745 26.01% 9930.378 22.42% 10180.268852.155 22.78% 11464 8433 9145.004 20.23% 9555.462 16.65% 9702.59712965.56 14.08% 15091 18529 15645.98 3.68% 15290.55 1.32% 14692.63

0 5000 10000 15000 20000 25000 300000

5000

10000

15000

20000

25000f(x) = 5,839.56589449 exp( 0.00005319 x )

f(x) = 0.56805557 x + 4,765.04918742

f(x) = 6,339.09200953 ln(x) − 47,602.21073974f(x) = − 0.00001206 x² + 0.88485451 x + 2,864.17821379

Column D Exponential (Column D)Linear (Column D) Logarithmic (Column D)Polynomial (Column D)

Page 37: Correlação Dados Históricos Reservatórios

14133.56 5.73% 14992 15260 13148.87 12.29% 13433.58 10.40% 13462.214141.4 10.10% 15730 13530 11992.93 23.76% 12450.84 20.85% 12699.45

12489.12 32.09% 9455 10817 10381.37 9.80% 10909.71 15.39% 11280.829237.177 21.83% 7582 6757 8365.041 10.33% 8603.401 13.47% 8298.02211362.17 2.35% 11101 13261 11822.55 6.50% 12298.03 10.78% 12572.148330.838 131.41% 3600 4895 7576.274 110.45% 7545.681 109.60% 6254.522

10662.5 15.01% 12546 11620 10834.38 13.64% 11365.85 9.41% 11734.7512346.03 9.00% 11327 9346 9600.068 15.25% 10074.1 11.06% 10354.2313653.41 36.74% 9985 12544 11380.16 13.97% 11890.74 19.09% 12219.7912318.97 26.56% 9734 8206 9035.25 7.18% 9426.513 3.16% 9529.62211087.44 0.69% 11164 11486 10757.43 3.64% 11289.74 1.13% 11661.2315027.56 6.18% 16018 8987 9418.492 41.20% 9870.165 38.38% 10105.9314932.87 54.94% 9638 11560 10799.86 12.05% 11331.77 17.57% 11701.94

13452.6 17.65% 16335 12005 11058.53 32.30% 11584.56 29.08% 11941.3814554.23 17.13% 17562 13464 11950.9 31.95% 12413.35 29.32% 12668.4514003.05 25.43% 11164 9026 9438.05 15.46% 9892.319 11.39% 10133.3815038.99 8.13% 16370 19052 16087.34 1.73% 15587.64 4.78% 14869.0820155.92 24.21% 26596 20786 17641.67 33.67% 16572.65 37.69% 15421.26

14900.7 24.71% 11948 9540 9699.643 18.82% 10184.3 14.76% 10484.4713427.67 14.21% 15651 15613 13398.09 14.39% 13634.1 12.89% 13607.1711692.07 15.12% 10156 10521 10219.2 0.62% 10741.56 5.77% 11104.9412768.15 12.08% 14522 11541 10788.95 25.71% 11320.98 22.04% 11691.5111835.35 7.53% 12799 14720 12776.57 0.18% 13126.83 2.56% 13233.8213402.12 8.13% 14588 12561 11390.46 21.92% 11900.4 18.42% 12228.37

16688.9 89.67% 8799 9363 9608.753 9.20% 10083.75 14.60% 10365.7511260.42 24.98% 15009 13977 12281.49 18.17% 12704.76 15.35% 12905.4912094.36 27.80% 16751 11496 10763.15 35.75% 11295.42 32.57% 11666.74

10961.7 22.05% 14062 12415 11302.35 19.62% 11817.46 15.96% 12154.2613772.74 11.87% 12311 12555 11386.82 7.51% 11896.99 3.36% 12225.3411498.87 39.30% 18944 12229 11191.08 40.93% 11711.8 38.18% 12058.57

12311.6 45.98% 8434 11579 10810.78 28.18% 11342.56 34.49% 11712.3516856.53 2.02% 16522 10983 10473.44 36.61% 11004 33.40% 11377.3610560.72 5.93% 11226 12301 11234.02 0.07% 11752.7 4.69% 12095.7814227.87 19.48% 11908 13605 12040.87 1.12% 12493.45 4.92% 12734.4912355.87 17.68% 15010 14577 12679.76 15.52% 13045.6 13.09% 13171.9310657.32 24.94% 8530 8018 8945.35 4.87% 9319.719 9.26% 9382.70413251.22 17.80% 16121 11996 11053.24 31.44% 11579.44 28.17% 11936.6212985.69 9.08% 14283 10860 10405.14 27.15% 10934.13 23.45% 11305.9710798.31 21.18% 13700 13763 12142.48 11.37% 12583.2 8.15% 12807.6814680.39 12.08% 13098 11639 10845.33 17.20% 11376.65 13.14% 11745.1112001.87 1.21% 12149 14227 12445.89 2.44% 12846.78 5.74% 13017.8719820.62 7.57% 21444.66 11797.58 10937.2 49.00% 11466.73 46.53% 11830.910579.14 29.74% 15057.55 15180.99 13093.73 13.04% 13388.69 11.08% 13429.2911993.88 18.57% 14729.58 10905.87 10430.56 29.19% 10960.19 25.59% 11332.6915678.75 13.16% 13854.93 12633.63 11434.55 17.47% 11941.65 13.81% 12264.9215397.54 39.39% 11046.2 21903.48 18722.06 69.49% 17207.44 55.78% 15753.22

Page 38: Correlação Dados Históricos Reservatórios

FEV ABR

POLI EXP LINEAR

EPM Y EPM FEV ABR Y EPM Y EPM23.60% 15159.79 21.34% 19272 13889 9321.126 51.63% 9629.565 50.03%12.81% 10882.91 14.87% 12784 7634 6931.295 45.78% 7040.118 44.93%

9.67% 9361.904 11.76% 10610 7296 6821.224 35.71% 6900.193 34.97%20.64% 8354.508 20.30% 6945 5378 6228.917 10.31% 6106.178 12.08%

15.19% 11784.44 16.53% 14118 10914 8096.14 42.65% 8397.974 40.52%130.13% 11091.16 125.02% 4929 7457 6873.435 39.45% 6966.843 41.34%

10.82% 9021.162 8.73% 8297 7039 6738.703 18.78% 6793.8 18.12%5.73% 9184.316 3.49% 8875 6317 6512.175 26.62% 6494.906 26.82%

30.20% 8202.818 30.01% 11720 5736 6335.428 45.94% 6254.383 46.63%18.39% 12175.75 19.31% 15090 7315 6827.365 54.76% 6908.058 54.22%

7.53% 7792.372 9.95% 7087 6413 6541.851 7.69% 6534.648 7.79%34.62% 12387.29 33.46% 9282 9497 7570.646 18.44% 7811.363 15.84%12.82% 12608.42 13.33% 14547 8087 7081.606 51.32% 7227.651 50.32%23.92% 10606.2 20.80% 8780 6397 6536.895 25.55% 6528.024 25.65%13.93% 11352.46 15.66% 13460 11518 8331.078 38.10% 8648.018 35.75%

5.68% 13163.23 5.85% 12436 9602 7608.387 38.82% 7854.831 36.84%25.33% 15261.51 29.20% 11812 12082 8556.609 27.56% 8881.503 24.81%

3.08% 11864.98 1.55% 11684 8660 7276.413 37.72% 7464.862 36.11%16.36% 11052.59 18.24% 13519 7280 6816.057 49.58% 6893.569 49.01%14.88% 11999.01 16.02% 14288 8536 7233.806 49.37% 7413.528 48.11%16.27% 13058.47 16.25% 15593 9777 7671.707 50.80% 7927.278 49.16%29.69% 13697.33 30.87% 10466 8999 7394.179 29.35% 7605.201 27.33%62.52% 7916.817 65.07% 4796 7233 6800.902 41.80% 6874.112 43.33%18.02% 7465.143 14.33% 8714 4610 6006.427 31.07% 5788.241 33.58%36.27% 7375.84 43.42% 5143 5539 6276.594 22.04% 6172.829 20.02%74.20% 8597.847 72.44% 4986 5467 6255.228 25.46% 6143.022 23.21%

2.23% 11970.89 3.57% 12414 11625 8373.403 32.55% 8692.314 29.98%13.06% 10689.82 15.22% 12609 8408 7190.087 42.98% 7360.539 41.62%

9.72% 11225.43 7.40% 10452 8751 7307.84 30.08% 7502.534 28.22%0.86% 11933.91 2.26% 12210 8163 7107.141 41.79% 7259.114 40.55%6.72% 14904.83 4.28% 15572 10723 8023.235 48.48% 8318.903 46.58%1.68% 12596.11 2.27% 12889 8234 7131.08 44.67% 7288.506 43.45%

20.47% 9913.008 22.56% 12801 6063 6434.307 49.74% 6389.755 50.08%15.36% 9468.503 17.41% 11464 5760 6342.633 44.67% 6264.319 45.36%

2.64% 15119.16 0.19% 15091 11058 8151.544 45.98% 8457.587 43.96%

0 5000 10000 15000 20000 25000 300000

5000

10000

15000

20000

25000f(x) = 5,839.56589449 exp( 0.00005319 x )

f(x) = 0.56805557 x + 4,765.04918742

f(x) = 6,339.09200953 ln(x) − 47,602.21073974f(x) = − 0.00001206 x² + 0.88485451 x + 2,864.17821379

Column D Exponential (Column D)Linear (Column D) Logarithmic (Column D)Polynomial (Column D)

0 5000 10000 15000 20000 25000 300000

2000

4000

6000

8000

10000

12000

14000

16000

18000

f(x) = 4,828.32886808 exp( 0.00004736 x )

f(x) = 0.41398040 x + 3,879.79152625

f(x) = 4,476.07219083 ln(x) − 32,936.81445093

f(x) = − 0.00000221 x² + 0.47195658 x + 3,531.92033062

Column E Exponential (Column E)Linear (Column E) Logarithmic (Column E)Polynomial (Column E)

Page 39: Correlação Dados Históricos Reservatórios

10.20% 13558.67 9.56% 14992 10328 7874.538 47.48% 8155.381 45.60%19.27% 12628.55 19.72% 15730 9680 7636.545 51.45% 7887.122 49.86%19.31% 11024.54 16.60% 9455 6657 6617.886 30.01% 6635.659 29.82%

9.44% 8292.516 9.37% 7582 5021 6124.487 19.22% 5958.387 21.41%13.25% 12477.43 12.40% 11101 7124 6765.885 39.05% 6828.988 38.48%73.74% 6906.571 91.85% 3600 4151 5877.267 63.26% 5598.224 55.51%

6.47% 11517.79 8.20% 12546 7742 6966.839 44.47% 7084.828 43.53%8.59% 10080.62 11.00% 11327 10809 8055.98 28.88% 8354.506 26.24%

22.38% 12066.13 20.84% 9985 12911 8899.236 10.87% 9224.692 7.61%2.10% 9313.193 4.32% 9734 7806 6987.987 28.21% 7111.323 26.94%4.45% 11436.56 2.44% 11164 9211 7468.793 33.10% 7692.965 31.09%

36.91% 9842.326 38.55% 16018 9935 7729.329 51.75% 7992.687 50.10%21.41% 11481.48 19.13% 9638 7762 6973.441 27.65% 7093.107 26.40%26.90% 11748.77 28.08% 16335 8648 7272.279 55.48% 7459.894 54.33%27.86% 12591.63 28.30% 17562 11052 8149.228 53.60% 8455.103 51.86%

9.23% 9868.363 11.61% 11164 8436 7199.628 35.51% 7372.13 33.97%9.17% 15344.9 6.26% 16370 14568 9625.741 41.20% 9910.658 39.46%

42.02% 16046.15 39.67% 26596 16647 10621.73 60.06% 10771.32 59.50%12.25% 10208.09 14.56% 11948 9922 7724.571 35.35% 7987.305 33.15%13.06% 13739.6 12.21% 15651 11826 8453.493 45.99% 8775.524 43.93%

9.34% 10838.79 6.72% 10156 7424 6862.701 32.43% 6953.182 31.54%19.49% 11469.96 21.02% 14522 9277 7492.175 48.41% 7720.288 46.84%

3.40% 13276.1 3.73% 12799 10573 7966.44 37.76% 8256.806 35.49%16.18% 12076.02 17.22% 14588 8738 7303.342 49.94% 7497.152 48.61%17.81% 10091.82 14.69% 8799 7988 7048.481 19.89% 7186.667 18.32%14.01% 12875.79 14.21% 15009 15719 10165.02 32.27% 10387.15 30.79%30.35% 11442.64 31.69% 16751 10645 7993.651 52.28% 8286.613 50.53%13.57% 11990.81 14.73% 14062 10543 7955.129 43.43% 8244.387 41.37%

0.70% 12072.53 1.94% 12311 9538 7585.36 38.39% 7828.337 36.41%36.35% 11881.51 37.28% 18944 10219 7833.992 58.65% 8110.257 57.19%38.87% 11492.99 36.27% 8434 7660 6939.835 17.72% 7050.881 16.40%31.14% 11127.78 32.65% 16522 8651 7273.312 55.98% 7461.136 54.84%

7.75% 11923.92 6.22% 11226 9306 7502.472 33.17% 7732.293 31.12%6.94% 12670.37 6.40% 11908 7900 7019.166 41.06% 7150.237 39.95%

12.25% 13200.09 12.06% 15010 9183 7458.895 50.31% 7681.374 48.82%10.00% 9183.624 7.66% 8530 6495 6567.305 23.01% 6568.594 22.99%25.96% 11743.41 27.15% 16121 7679 6946.083 56.91% 7058.747 56.21%20.84% 11051.35 22.63% 14283 10030 7764.183 45.64% 8032.015 43.77%

6.51% 12758.02 6.88% 13700 10386 7896.198 42.36% 8179.392 40.30%10.33% 11529.28 11.98% 13098 8522 7229.012 44.81% 7407.732 43.44%

7.15% 13011.97 7.10% 12149 12165 8590.31 29.29% 8915.863 26.61%44.83% 11624.78 45.79% 21444.66 8165.574 7108.008 66.85% 7260.179 66.14%10.81% 13517.77 10.23% 15057.55 12621.22 8777.936 41.70% 9104.728 39.53%23.06% 11079.9 24.78% 14729.58 10737.95 8028.916 45.49% 8325.091 43.48%11.48% 12118.22 12.53% 13854.93 10387.43 7896.734 43.00% 8179.985 40.96%42.61% 16459.64 49.01% 11046.2 13428.38 9119.987 17.44% 9438.876 14.55%

Page 40: Correlação Dados Históricos Reservatórios

FEV MAI

LOG POLI EXP LINEAR

Y EPM Y EPM FEV MAI Y EPM Y9759.778 49.36% 9660.607 49.87% 19272 9240 5458.598 71.68% 5545.5917080.915 44.61% 7006.043 45.20% 12784 5746 4653.669 63.60% 4501.3676878.213 35.17% 6857.674 35.37% 10610 5487 4598.959 56.65% 4423.9615512.967 20.62% 6006.183 13.52% 6945 4144 4325.417 37.72% 4022.589

8680.817 38.51% 8419.609 40.36% 14118 7170 4966.303 64.82% 4926.9476975.912 41.53% 6928.409 40.56% 4929 5326 4565.275 7.38% 4375.845

6717.7 19.03% 6744.523 18.71% 8297 5672 4637.971 44.10% 4479.2516233.292 29.77% 6425.081 27.60% 8875 5220 4543.232 48.81% 4344.165

5801.43 50.50% 6166.351 47.39% 11720 5295 4558.817 61.10% 4366.586889.854 54.34% 6866.027 54.50% 15090 5950 4697.218 68.87% 4562.3356300.803 11.09% 6467.688 8.74% 7087 3799 4257.814 39.92% 3919.4828058.328 13.18% 7814.765 15.81% 9282 6470 4810.08 48.18% 4717.7437338.942 49.55% 7204.1 50.48% 14547 5447 4590.567 68.44% 4412.0076289.622 28.36% 6460.59 26.42% 8780 4702 4437.037 49.46% 4189.3548921.919 33.72% 8674.728 35.55% 13460 6469 4809.86 64.27% 4717.4448107.544 34.81% 7859.889 36.80% 12436 6550 4827.682 61.18% 4741.6529135.901 22.66% 8911.496 24.56% 11812 7316 4999.521 57.67% 4970.58

7645.36 34.57% 7453.324 36.21% 11684 5242 4547.798 61.08% 4350.746868.386 49.19% 6850.638 49.33% 13519 5648 4632.891 65.73% 4472.0787580.805 46.94% 7399.514 48.21% 14288 5834 4672.405 67.30% 4527.6678188.388 47.49% 7934.987 49.11% 15593 5892 4684.795 69.96% 4545.0017817.235 25.31% 7600.087 27.38% 10466 5214 4541.988 56.60% 4342.3726839.394 42.61% 6829.963 42.41% 4796 4423 4380.872 8.66% 4105.9724823.255 44.65% 5660.673 35.04% 8714 5245 4548.421 47.80% 4351.637

5645 9.76% 6078.284 18.19% 5143 3462 4192.799 18.48% 3818.7655586.435 12.04% 6046.054 21.26% 4986 6008 4709.674 5.54% 4579.6698963.309 27.80% 8719.755 29.76% 12414 7164 4964.943 60.01% 4925.1537513.177 40.41% 7343.896 41.76% 12609 6950 4916.665 61.01% 4861.1977692.149 26.41% 7492.771 28.31% 10452 5523 4606.525 55.93% 4434.727380.811 39.55% 7237.239 40.73% 12210 6224 4756.354 61.05% 4644.223

8601.79 44.76% 8338.599 46.45% 15572 8577 5295.828 65.99% 5347.4467419.574 42.43% 7268.176 43.61% 12889 5975 4702.583 63.51% 4569.8066049.595 52.74% 6312.154 50.69% 12801 4424 4381.072 65.78% 4106.2715820.119 49.23% 6177.068 46.12% 11464 4538 4403.936 61.58% 4140.3418739.488 42.09% 8480.579 43.80% 15091 7782 5107.038 66.16% 5109.85

0 5000 10000 15000 20000 25000 300000

2000

4000

6000

8000

10000

12000

14000

16000

18000

f(x) = 4,828.32886808 exp( 0.00004736 x )

f(x) = 0.41398040 x + 3,879.79152625

f(x) = 4,476.07219083 ln(x) − 32,936.81445093

f(x) = − 0.00000221 x² + 0.47195658 x + 3,531.92033062

Column E Exponential (Column E)Linear (Column E) Logarithmic (Column E)Polynomial (Column E)

0 5000 10000 15000 20000 25000 300000

2000

4000

6000

8000

10000

12000

14000

f(x) = 3,579.75190705 exp( 0.00004566 x )f(x) = 0.29886226 x + 2,784.10412471

f(x) = 3,111.60797660 ln(x) − 22,671.61117695

f(x) = 0.00000521 x² + 0.16191923 x + 3,605.79571445

Column F Exponential (Column F)Linear (Column F) Logarithmic (Column F)Polynomial (Column F)

Page 41: Correlação Dados Históricos Reservatórios

8433.793 43.74% 8170.553 45.50% 14992 8002 5158.598 65.59% 5175.68143.758 48.23% 7893.378 49.82% 15730 6791 4881.1 68.97% 4813.6786467.948 31.59% 6575.798 30.45% 9455 5134 4525.427 52.14% 4318.4635205.517 31.34% 5845.899 22.90% 7582 3536 4206.989 44.51% 3840.8816771.427 39.00% 6781.978 38.91% 11101 5303 4560.483 58.92% 4368.9714353.811 20.94% 5452.932 51.47% 3600 3311 4163.99 15.67% 3773.6377143.795 43.06% 7053.344 43.78% 12546 5083 4514.901 64.01% 4303.2218637.546 23.74% 8375.095 26.06% 11327 6597 4838.054 57.29% 4755.6989432.946 5.53% 9256.958 7.29% 9985 7789 5108.671 48.84% 5111.9427180.645 26.23% 7081.35 27.25% 9734 5239 4547.175 53.29% 4349.844

7921.46 29.04% 7691.61 31.10% 11164 6829 4889.576 56.20% 4825.0348260.145 48.43% 8002.673 50.04% 16018 6867 4898.067 69.42% 4836.3917155.343 25.76% 7062.098 26.73% 9638 6571 4832.314 49.86% 4747.9287639.153 53.23% 7448.12 54.40% 16335 7286 4992.677 69.44% 4961.6158737.059 50.25% 8478.04 51.73% 17562 7884 5130.879 70.78% 5140.3347528.058 32.57% 7356.069 34.11% 11164 6148 4739.877 57.54% 4621.5099973.421 39.08% 9938.363 39.29% 16370 9418 5503.143 66.38% 5598.78910570.54 60.26% 10776.14 59.48% 26596 13015 6485.432 75.62% 6673.7968254.284 30.91% 7997.108 33.07% 11948 8376 5247.447 56.08% 5287.374

9040.04 42.24% 8804.201 43.75% 15651 8348 5240.742 66.51% 5279.0066956.059 31.51% 6913.92 31.92% 10156 6524 4821.954 52.52% 4733.8827953.419 45.23% 7720.063 46.84% 14522 8067 5173.931 64.37% 5195.0268538.734 33.29% 8274.865 35.35% 12799 7916 5138.381 59.85% 5149.8987685.495 47.32% 7487.138 48.68% 14588 6523 4821.734 66.95% 4733.5837283.808 17.22% 7160.893 18.62% 8799 6787 4880.208 44.54% 4812.48210313.79 31.28% 10404.54 30.68% 15009 9336 5482.577 63.47% 5574.2828569.112 48.84% 8305.47 50.42% 16751 9892 5623.545 66.43% 5740.458526.015 39.37% 8262.106 41.25% 14062 6876 4900.081 65.15% 4839.081

8077.61 34.39% 7832.391 36.38% 12311 6797 4882.437 60.34% 4815.4718386.302 55.73% 8124.059 57.12% 18944 7609 5066.856 73.25% 5058.1477096.133 15.86% 7017.435 16.80% 8434 5814 4668.14 44.65% 4521.6897640.706 53.75% 7449.421 54.91% 16522 6762 4874.641 70.50% 4805.0117967.389 29.03% 7732.559 31.12% 11226 6923 4910.608 56.26% 4853.1287234.224 39.25% 7122.451 40.19% 11908 5893 4685.009 60.66% 4545.2997907.833 47.32% 7679.534 48.84% 15010 6222 4755.919 68.31% 4643.6256357.674 25.47% 6504.049 23.75% 8530 5218 4542.817 46.74% 4343.5677107.222 55.91% 7025.758 56.42% 16121 6155 4741.392 70.59% 4623.6018302.742 41.87% 8043.317 43.69% 14283 6289 4770.491 66.60% 4663.6498458.859 38.26% 8195.271 40.18% 13700 8130 5188.836 62.13% 5213.8547573.458 42.18% 7393.434 43.55% 13098 6805 4884.221 62.71% 4817.8629166.545 24.55% 8946.22 26.36% 12149 7226 4979.018 59.02% 4943.6837382.222 65.58% 7238.361 66.25% 21444.66 6797.939 4882.647 77.23% 4815.7529331.338 38.03% 9136.545 39.32% 15057.55 8653.89 5314.453 64.71% 5370.4258608.025 41.56% 8344.944 43.35% 14729.58 6788.999 4880.654 66.86% 4813.088459.477 38.94% 8195.882 40.84% 13854.93 6617.256 4842.53 65.05% 4761.7529608.813 13.01% 9471.021 14.26% 11046.2 8574.55 5295.236 52.06% 5346.714

Page 42: Correlação Dados Históricos Reservatórios

FEV JUN

LOG POLI EXP

EPM Y EPM Y EPM FEV JUN Y EPM71.22% 5741.406 70.21% 4657.112 75.83% 19272 7058 4204.571 78.18%64.79% 4263.274 66.65% 4364.168 65.86% 12784 5511 3917.884 69.35%58.30% 4119.76 61.17% 4337.388 59.12% 10610 4309 3708.696 65.05%42.08% 3246.269 53.26% 4187.319 39.71% 6945 3125 3513.563 49.41%

65.10% 4952.189 64.92% 4498.916 68.13% 14118 5601 3934.013 72.13%11.22% 4027.092 18.30% 4320.389 12.35% 4929 3935 3645.915 26.03%46.01% 4222.941 49.10% 4356.588 47.49% 8297 5034 3833.494 53.80%51.05% 3964.539 55.33% 4309.05 51.45% 8875 4311 3709.035 58.21%62.74% 4008.928 65.79% 4317.085 63.16% 11720 4324 3711.236 68.33%69.77% 4371.83 71.03% 4384.768 70.94% 15090 4437 3730.43 75.28%44.69% 2975.796 58.01% 4145.734 41.50% 7087 3549 3582.233 49.45%49.17% 4632.535 50.09% 4435.318 52.22% 9282 6761 4147.95 55.31%69.67% 4096.993 71.84% 4333.19 70.21% 14547 5046 3835.594 73.63%52.29% 3639.347 58.55% 4251.953 51.57% 8780 3613 3592.714 59.08%64.95% 4632.054 65.59% 4435.223 67.05% 13460 5025 3831.919 71.53%61.87% 4670.774 62.44% 4442.845 64.27% 12436 5635 3940.124 68.32%57.92% 5014.913 57.54% 4511.538 61.81% 11812 5619 3937.247 66.67%62.76% 3977.626 65.96% 4311.413 63.10% 11684 4799 3792.589 67.54%66.92% 4209.747 68.86% 4354.117 67.79% 13519 4511 3743.053 72.31%68.31% 4310.567 69.83% 4373.107 69.39% 14288 4526 3745.617 73.78%70.85% 4341.349 72.16% 4378.955 71.92% 15593 4995 3826.675 75.46%58.51% 3960.961 62.15% 4308.405 58.83% 10466 4781 3789.474 63.79%14.39% 3449.011 28.09% 4220.042 12.01% 4796 3621 3594.026 25.06%50.06% 3979.406 54.33% 4311.735 50.52% 8714 4563 3751.949 56.94%25.75% 2686.755 47.76% 4103.916 20.20% 5143 3707 3608.164 29.84%

8.15% 4402.014 11.71% 4390.546 11.94% 4986 7356 4262.159 14.52%60.33% 4949.584 60.13% 4498.393 63.76% 12414 5391 3896.48 68.61%61.45% 4855.219 61.49% 4479.478 64.47% 12609 6615 4120.396 67.32%57.57% 4140.108 60.39% 4341.152 58.47% 10452 4650 3766.88 63.96%61.96% 4511.919 63.05% 4411.755 63.87% 12210 4848 3801.082 68.87%65.66% 5509.723 64.62% 4611.304 70.39% 15572 6032 4012.182 74.23%64.54% 4384.876 65.98% 4387.263 65.96% 12889 5270 3875.017 69.94%67.92% 3449.714 73.05% 4220.157 67.03% 12801 3989 3654.913 71.45%63.88% 3528.88 69.22% 4233.293 63.07% 11464 3316 3544.333 69.08%66.14% 5207.054 65.50% 4550.336 69.85% 15091 5914 3990.628 73.56%

0 5000 10000 15000 20000 25000 300000

2000

4000

6000

8000

10000

12000

14000

f(x) = 3,579.75190705 exp( 0.00004566 x )f(x) = 0.29886226 x + 2,784.10412471

f(x) = 3,111.60797660 ln(x) − 22,671.61117695

f(x) = 0.00000521 x² + 0.16191923 x + 3,605.79571445

Column F Exponential (Column F)Linear (Column F) Logarithmic (Column F)Polynomial (Column F)

0 5000 10000 15000 20000 25000 300000

2000

4000

6000

8000

10000

12000

14000

16000

18000

20000

f(x) = 3,046.44241071 exp( 0.00004565 x )f(x) = 0.30051476 x + 1,845.41309417f(x) = 2,800.87434491 ln(x) − 20,676.14193190

f(x) = 0.00002566 x² − 0.37318403 x + 5,887.77024420

Column G Exponential (Column G)Linear (Column G) Logarithmic (Column G)Polynomial (Column G)

Page 43: Correlação Dados Históricos Reservatórios

65.48% 5293.8 64.69% 4567.867 69.53% 14992 6170 4037.538 73.07%69.40% 4783.206 69.59% 4465.116 71.61% 15730 5886 3985.53 74.66%54.33% 3912.848 58.62% 4299.764 54.52% 9455 4166 3684.565 61.03%49.34% 2752.564 63.70% 4113.2 45.75% 7582 3163 3519.664 53.58%60.64% 4013.626 63.84% 4317.939 61.10% 11101 3995 3655.914 67.07%

4.82% 2547.989 29.22% 4084.795 13.47% 3600 3155 3518.379 2.27%65.70% 3881.784 69.06% 4294.221 65.77% 12546 4437 3730.43 70.27%58.01% 4693.022 58.57% 4447.236 60.74% 11327 5331 3885.822 65.69%48.80% 5209.852 47.82% 4550.902 54.42% 9985 6473 4093.773 59.00%55.31% 3975.845 59.16% 4311.091 55.71% 9734 4041 3663.6 62.36%56.78% 4800.569 57.00% 4468.573 59.97% 11164 6880 4170.544 62.64%69.81% 4817.835 69.92% 4472.014 72.08% 16018 6098 4024.289 74.88%50.74% 4680.734 51.43% 4444.809 53.88% 9638 6698 4136.037 57.09%69.63% 5002.128 69.38% 4508.962 72.40% 16335 5959 3998.834 75.52%70.73% 5247.574 70.12% 4558.527 74.04% 17562 6437 4087.05 76.73%58.60% 4473.69 59.93% 4404.348 60.55% 11164 5981 4002.852 64.15%65.80% 5800.778 64.56% 4668.631 71.48% 16370 8984 4590.983 71.95%74.91% 6807.32 74.40% 4830.651 81.84% 26596 17548 6787.215 74.48%55.75% 5435.935 54.50% 4596.511 61.53% 11948 5996 4005.594 66.47%66.27% 5425.516 65.33% 4594.417 70.64% 15651 6676 4131.886 73.60%53.39% 4658.398 54.13% 4440.406 56.28% 10156 5188 3860.539 61.99%64.23% 5318.973 63.37% 4572.95 68.51% 14522 7136 4219.569 70.94%59.76% 5260.178 58.90% 4561.074 64.36% 12799 7200 4231.914 66.94%67.55% 4657.921 68.07% 4440.312 69.56% 14588 5709 3953.457 72.90%45.31% 4781.373 45.66% 4464.751 49.26% 8799 4998 3827.199 56.50%62.86% 5773.568 61.53% 4663.365 68.93% 15009 6644 4125.854 72.51%65.73% 5953.569 64.46% 4697.694 71.96% 16751 6276 4057.122 75.78%65.59% 4821.911 65.71% 4472.827 68.19% 14062 6598 4117.199 70.72%60.88% 4785.954 61.12% 4465.663 63.73% 12311 5577 3929.706 68.08%73.30% 5137.1 72.88% 4536.196 76.05% 18944 5470 3910.558 79.36%46.39% 4299.882 49.02% 4371.083 48.17% 8434 4513 3743.395 55.62%70.92% 4769.89 71.13% 4462.468 72.99% 16522 8615 4514.296 72.68%56.77% 4843.107 56.86% 4477.058 60.12% 11226 5558 3926.299 65.02%61.83% 4341.877 63.54% 4379.056 63.23% 11908 5397 3897.548 67.27%69.06% 4510.919 69.95% 4411.561 70.61% 15010 5347 3888.662 74.09%49.08% 3963.347 53.54% 4308.835 49.49% 8530 4676 3771.353 55.79%71.32% 4477.231 72.23% 4405.033 72.68% 16121 4951 3818.996 76.31%67.35% 4544.246 68.18% 4418.042 69.07% 14283 5429 3903.245 72.67%61.94% 5343.179 61.00% 4577.834 66.59% 13700 7170 4226.123 69.15%63.22% 4789.614 63.43% 4466.391 65.90% 13098 6698 4136.037 68.42%59.31% 4976.398 59.04% 4503.784 62.93% 12149 5931 3993.726 67.13%77.54% 4786.384 77.68% 4465.748 79.18% 21444.66 5986.074 4003.779 81.33%64.33% 5537.493 63.22% 4616.851 69.34% 15057.55 6751.684 4146.186 72.46%67.32% 4782.289 67.53% 4464.934 69.69% 14729.58 5912.832 3990.415 72.91%65.63% 4702.561 66.06% 4449.121 67.89% 13854.93 5709.723 3953.587 71.46%51.60% 5508.834 50.13% 4611.126 58.26% 11046.2 7191.546 4230.282 61.70%

Page 44: Correlação Dados Históricos Reservatórios

FEV JUL

LINEAR LOG POLI EXP

Y EPM Y EPM Y EPM FEV JUL Y3966.446 79.42% 4144.974 78.49% 7243.441 62.41% 19272 5639 3362.997

3501.55 72.61% 3451.994 73.00% 7165.064 43.95% 12784 4445 3197.213140.331 70.40% 2762.866 73.96% 7019.379 33.84% 10610 3856 3118.4632784.522 59.91% 1863.025 73.17% 6803.384 2.04% 6945 2677 2966.615

3528.596 75.01% 3497.365 75.23% 7172.989 49.19% 14118 4287 3175.8933027.939 38.57% 2508.561 49.11% 6958.924 41.18% 4929 3340 3051.0723358.204 59.53% 3198.427 61.45% 7116.125 14.23% 8297 3585 3082.8863140.932 64.61% 2764.166 68.85% 7019.683 20.90% 8875 3852 3117.9353144.839 73.17% 2772.599 76.34% 7021.654 40.09% 11720 3569 3080.7983178.797 78.93% 2844.855 81.15% 7038.42 53.36% 15090 3563 3080.016

2911.94 58.91% 2219.385 68.68% 6889.002 2.79% 7087 3363 3054.0443877.193 58.23% 4024.562 56.64% 7237.92 22.02% 9282 4978 3270.1823361.811 76.89% 3205.096 77.97% 7117.499 51.07% 14547 3965 3132.8882931.173 66.62% 2269.443 74.15% 6901.124 21.40% 8780 3090 3018.946

3355.5 75.07% 3193.415 76.27% 7115.089 47.14% 13460 4833 3250.1673538.814 71.54% 3514.316 71.74% 7175.874 42.30% 12436 5908 3401.5193534.006 70.08% 3506.352 70.32% 7174.524 39.26% 11812 4940 3264.9253287.583 71.86% 3064.525 73.77% 7087.72 39.34% 11684 3699 3097.8023201.035 76.32% 2891.183 78.61% 7049.045 47.86% 13519 3714 3099.773205.543 77.56% 2900.481 79.70% 7051.164 50.65% 14288 3846 3117.1433346.484 78.54% 3176.644 79.63% 7111.607 54.39% 15593 4100 3150.8473282.174 68.64% 3054 70.82% 7085.428 32.30% 10466 3874 3120.8412933.577 38.83% 2275.638 52.55% 6902.625 43.92% 4796 2934 2999.0723216.662 63.09% 2923.285 66.45% 7056.343 19.02% 8714 3099 3020.0972959.421 42.46% 2341.382 54.47% 6918.548 34.52% 5143 2933 2998.945

4056 18.65% 4260.803 14.54% 7244.43 45.30% 4986 4713 3233.6963465.488 72.08% 3390.332 72.69% 7153.852 42.37% 12414 5320 3317.883833.318 69.60% 3963.416 68.57% 7233.547 42.63% 12609 5102 3287.3973242.807 68.97% 2976.185 71.53% 7068.243 32.37% 10452 3758 3105.553302.309 72.95% 3092.978 74.67% 7093.877 41.90% 12210 4248 3170.6533658.118 76.51% 3705.004 76.21% 7205.177 53.73% 15572 4622 3221.263429.126 73.39% 3326.751 74.19% 7141.797 44.59% 12889 4188 3162.6093044.166 76.22% 2546.736 80.11% 6968.096 45.57% 12801 3353 3052.751

2841.92 75.21% 2029.187 82.30% 6843.095 40.31% 11464 3233 3037.283622.657 75.99% 3649.669 75.82% 7197.312 52.31% 15091 5119 3289.764

0 5000 10000 15000 20000 25000 300000

2000

4000

6000

8000

10000

12000

14000

16000

18000

20000

f(x) = 3,046.44241071 exp( 0.00004565 x )f(x) = 0.30051476 x + 1,845.41309417f(x) = 2,800.87434491 ln(x) − 20,676.14193190

f(x) = 0.00002566 x² − 0.37318403 x + 5,887.77024420

Column G Exponential (Column G)Linear (Column G) Logarithmic (Column G)Polynomial (Column G)

0 5000 10000 15000 20000 25000 300000

2000

4000

6000

8000

10000

12000

f(x) = 2,648.72198063 exp( 0.00004234 x )f(x) = 0.20668932 x + 2,038.86483808

f(x) = 2,070.64603538 ln(x) − 14,803.65272642

f(x) = 0.00000863 x² − 0.01980935 x + 3,397.91215443

Column H Exponential (Column H)Linear (Column H) Logarithmic (Column H)Polynomial (Column H) Linear (Column H)

Page 45: Correlação Dados Históricos Reservatórios

3699.589 75.32% 3768.36 74.86% 7213.468 51.88% 14992 4961 3267.8293614.243 77.02% 3636.377 76.88% 7195.341 54.26% 15730 4666 3227.2673097.358 67.24% 2668.338 71.78% 6997.111 26.00% 9455 3573 3081.322795.941 63.12% 1896.878 74.98% 6811.434 10.16% 7582 2627 2960.341

3045.97 72.56% 2550.946 77.02% 6969.106 37.22% 11101 3701 3098.0652793.537 22.40% 1889.785 47.51% 6809.746 89.16% 3600 2992 3006.4463178.797 74.66% 2844.855 77.32% 7038.42 43.90% 12546 4412 3192.7463447.457 69.56% 3358.985 70.35% 7147.968 36.89% 11327 4592 3217.1713790.645 62.04% 3902.637 60.92% 7228.243 27.61% 9985 5418 3331.6763059.793 68.57% 2583.012 73.46% 6976.787 28.33% 9734 4003 3137.9333912.955 64.95% 4073.431 63.51% 7240.676 35.14% 11164 5826 3389.7293677.952 77.04% 3735.484 76.68% 7209.264 54.99% 16018 4905 3260.093858.261 59.97% 3998.341 58.51% 7236.167 24.92% 9638 5424 3332.5223636.181 77.74% 3670.901 77.53% 7200.395 55.92% 16335 5371 3325.0523779.827 78.48% 3887.016 77.87% 7226.735 58.85% 17562 5978 3411.6153642.792 67.37% 3681.222 67.03% 7201.865 35.49% 11164 4531 3208.8734545.238 72.23% 4820.779 70.55% 7169.379 56.20% 16370 8069 3727.4297118.846 73.23% 6695.95 74.82% 4534.861 82.95% 26596 10374 4109.545

3647.3 69.47% 3688.238 69.13% 7202.853 39.71% 11948 5128 3291.0173851.65 75.39% 3989.126 74.51% 7235.507 53.77% 15651 5783 3383.564

3404.484 66.48% 3282.827 67.68% 7133.201 29.76% 10156 4552 3211.7273989.886 72.53% 4175.758 71.25% 7244.14 50.12% 14522 5358 3323.2234009.119 68.68% 4200.766 67.18% 7244.481 43.40% 12799 5146 3293.5273561.052 75.59% 3550.859 75.66% 7181.95 50.77% 14588 5087 3285.3093347.386 61.96% 3178.325 63.88% 7111.957 19.17% 8799 4840 3251.1313842.033 74.40% 3975.668 73.51% 7234.502 51.80% 15009 5650 3364.5643731.444 77.72% 3816.07 77.22% 7219.173 56.90% 16751 5218 3303.5823828.209 72.78% 3956.209 71.87% 7232.966 48.56% 14062 4815 3247.6913521.384 71.40% 3485.338 71.69% 7170.916 41.75% 12311 4864 3254.4363489.229 81.58% 3431.078 81.89% 7161.317 62.20% 18944 4918 3261.8853201.636 62.04% 2892.424 65.71% 7049.328 16.42% 8434 4049 3144.054434.348 73.16% 4703.309 71.53% 7198.311 56.43% 16522 5602 3357.7333515.674 68.68% 3475.78 69.04% 7169.255 36.14% 11226 4198 3163.9483467.291 70.88% 3393.448 71.50% 7154.43 39.92% 11908 4501 3204.83452.266 77.00% 3367.378 77.57% 7149.555 52.37% 15010 4768 3241.235

3250.62 61.89% 2991.802 64.93% 7071.723 17.10% 8530 3999 3137.4023333.262 79.32% 3151.862 80.45% 7106.416 55.92% 16121 4606 3219.0793476.908 75.66% 3410.006 76.13% 7157.482 49.89% 14283 4422 3194.0984000.104 70.80% 4189.071 69.42% 7244.347 47.12% 13700 5637 3362.7123858.261 70.54% 3998.341 69.47% 7236.167 44.75% 13098 5008 3274.3393627.766 70.14% 3657.709 69.89% 7198.489 40.75% 12149 5214 3303.0233644.317 83.01% 3683.597 82.82% 7202.201 66.41% 21444.66 5469.824 3338.9943874.394 74.27% 4020.7 73.30% 7237.674 51.93% 15057.55 5397.145 3328.7353622.306 75.41% 3649.116 75.23% 7197.231 51.14% 14729.58 5470.617 3339.1063561.269 74.30% 3551.213 74.37% 7182.008 48.16% 13854.93 4894.488 3258.644006.579 63.73% 4197.475 62.00% 7244.448 34.42% 11046.2 5787.325 3384.183

Page 46: Correlação Dados Históricos Reservatórios

FEV AGO

LINEAR LOG POLI

EPM Y EPM Y EPM Y EPM FEV AGO82.55% 3204.386 83.37% 3081.474 84.01% 3235.198 83.21% 19272 460274.99% 2957.599 76.86% 2588.811 79.75% 3315.453 74.07% 12784 370870.61% 2835.859 73.27% 2294.47 78.37% 3345.98 68.46% 10610 333157.28% 2592.172 62.68% 1538.822 77.84% 3389.096 51.20% 6945 2309

77.50% 2924.942 79.28% 2513.869 82.19% 3324.23 76.45% 14118 428238.10% 2729.207 44.63% 1997.002 59.48% 3367.803 31.67% 4929 310562.84% 2779.846 66.50% 2143.578 74.16% 3358.014 59.53% 8297 298064.87% 2835.032 68.06% 2292.321 74.17% 3346.167 62.30% 8875 319673.71% 2776.539 76.31% 2134.316 81.79% 3358.685 71.34% 11720 301379.59% 2775.299 81.61% 2130.832 85.88% 3358.935 77.74% 15090 298756.91% 2733.961 61.42% 2011.212 71.62% 3366.928 52.49% 7087 314364.77% 3067.764 66.95% 2823.309 69.58% 3282.668 64.63% 9282 358678.46% 2858.388 80.35% 2352.19 83.83% 3340.782 77.03% 14547 325465.62% 2677.535 69.50% 1835.906 79.09% 3376.723 61.54% 8780 262875.85% 3037.794 77.43% 2762.099 79.48% 3292.072 75.54% 13460 331572.65% 3259.985 73.79% 3177.967 74.45% 3213.72 74.16% 12436 408472.36% 3059.91 74.09% 2807.442 76.23% 3285.167 72.19% 11812 420973.49% 2803.409 76.01% 2208.398 81.10% 3353.106 71.30% 11684 351677.07% 2806.509 79.24% 2216.778 83.60% 3352.444 75.20% 13519 316178.18% 2833.792 80.17% 2289.093 83.98% 3346.446 76.58% 14288 301279.79% 2886.291 81.49% 2421.518 84.47% 3334.06 78.62% 15593 348970.18% 2839.579 72.87% 2304.114 77.98% 3345.136 68.04% 10466 309737.47% 2645.291 44.84% 1728.638 63.96% 3381.743 29.49% 4796 254565.34% 2679.395 69.25% 1841.929 78.86% 3376.421 61.25% 8714 245041.69% 2645.085 48.57% 1727.932 66.40% 3381.773 34.25% 5143 239035.14% 3012.992 39.57% 2710.037 45.65% 3299.581 33.82% 4986 505773.27% 3138.452 74.72% 2960.893 76.15% 3259.048 73.75% 12414 488873.93% 3093.394 75.47% 2874.256 77.20% 3274.337 74.03% 12609 392370.29% 2815.603 73.06% 2241.165 78.56% 3350.478 67.94% 10452 356574.03% 2916.881 76.11% 2494.946 79.57% 3326.33 72.76% 12210 379379.31% 2994.183 80.77% 2669.665 82.86% 3305.109 78.78% 15572 386975.46% 2904.48 77.47% 2465.491 80.87% 3329.509 74.17% 12889 361576.15% 2731.894 78.66% 2005.046 84.34% 3367.309 73.69% 12801 300473.51% 2707.091 76.39% 1929.581 83.17% 3371.753 70.59% 11464 277178.20% 3096.907 79.48% 2881.144 80.91% 3273.174 78.31% 15091 4172

0 5000 10000 15000 20000 25000 300000

2000

4000

6000

8000

10000

12000

f(x) = 2,648.72198063 exp( 0.00004234 x )f(x) = 0.20668932 x + 2,038.86483808

f(x) = 2,070.64603538 ln(x) − 14,803.65272642

f(x) = 0.00000863 x² − 0.01980935 x + 3,397.91215443

Column H Exponential (Column H)Linear (Column H) Logarithmic (Column H)Polynomial (Column H) Linear (Column H)

0 5000 10000 15000 20000 25000 300000

1000

2000

3000

4000

5000

6000

7000

8000

9000

f(x) = 2,411.78863395 exp( 0.00003741 x )f(x) = 0.14801165 x + 2,107.19460803f(x) = 1,509.96701419 ln(x) − 10,208.54292493

f(x) = 0.00000483 x² + 0.02107608 x + 2,868.83898717

Column I Exponential (Column I)Linear (Column I) Logarithmic (Column I)Polynomial (Column I)

Page 47: Correlação Dados Históricos Reservatórios

78.20% 3064.251 79.56% 2816.225 81.22% 3283.789 78.10% 14992 421479.48% 3003.277 80.91% 2689.284 82.90% 3302.454 79.01% 15730 378567.41% 2777.366 70.63% 2136.636 77.40% 3358.518 64.48% 9455 343660.96% 2581.838 65.95% 1499.781 80.22% 3390.395 55.28% 7582 223672.09% 2803.822 74.74% 2209.517 80.10% 3353.018 69.80% 11101 292216.49% 2657.279 26.19% 1769.171 50.86% 3379.925 6.11% 3600 234174.55% 2950.778 76.48% 2573.381 79.49% 3317.322 73.56% 12546 367971.60% 2987.982 73.62% 2656.182 76.55% 3306.901 70.81% 11327 364366.63% 3158.708 68.37% 2998.689 69.97% 3251.908 67.43% 9985 459667.76% 2866.242 70.55% 2371.941 75.63% 3338.922 65.70% 9734 332269.64% 3243.037 70.95% 3149.026 71.79% 3220.4 71.15% 11164 538579.65% 3052.676 80.94% 2792.719 82.57% 3287.448 79.48% 16018 379765.42% 3159.948 67.21% 3000.981 68.86% 3251.465 66.26% 9638 441279.64% 3148.993 80.72% 2980.649 81.75% 3255.353 80.07% 16335 476380.57% 3274.454 81.35% 3202.357 81.77% 3207.927 81.73% 17562 473771.26% 2975.374 73.35% 2628.491 76.46% 3310.495 70.35% 11164 424377.23% 3706.641 77.36% 3823.433 76.64% 2995.865 81.70% 16370 632884.55% 4183.06 84.27% 4343.731 83.67% 2674.655 89.94% 26596 780272.46% 3098.768 74.06% 2884.781 75.86% 3272.557 72.61% 11948 526378.38% 3234.149 79.34% 3133.687 79.98% 3223.856 79.40% 15651 498768.38% 2979.715 70.66% 2638.066 74.02% 3309.265 67.42% 10156 505877.12% 3146.306 78.33% 2975.631 79.51% 3256.299 77.58% 14522 430874.27% 3102.488 75.76% 2892.037 77.40% 3271.317 74.44% 12799 445177.48% 3090.293 78.82% 2868.159 80.34% 3275.359 77.55% 14588 550563.05% 3039.241 65.46% 2765.096 68.57% 3291.626 62.59% 8799 444577.58% 3206.659 78.64% 3085.509 79.44% 3234.344 78.45% 15009 465980.28% 3117.37 81.39% 2920.807 82.56% 3266.304 80.50% 16751 453076.90% 3034.074 78.42% 2754.372 80.41% 3293.214 76.58% 14062 457773.56% 3044.202 75.27% 2775.338 77.46% 3290.092 73.28% 12311 406882.78% 3055.363 83.87% 2798.199 85.23% 3286.603 82.65% 18944 389062.72% 2875.75 65.90% 2395.6 71.60% 3336.637 60.44% 8434 366079.68% 3196.738 80.65% 3067.843 81.43% 3238.054 80.40% 16522 432271.82% 2906.547 74.11% 2470.429 77.99% 3328.984 70.35% 11226 457973.09% 2969.173 75.07% 2614.735 78.04% 3312.239 72.18% 11908 370078.41% 3024.36 79.85% 2734.061 81.79% 3296.17 78.04% 15010 470563.22% 2865.415 66.41% 2369.871 72.22% 3339.119 60.85% 8530 338080.03% 2990.876 81.45% 2662.485 83.48% 3306.067 79.49% 16121 398177.64% 2952.845 79.33% 2578.069 81.95% 3316.757 76.78% 14283 385675.45% 3203.973 76.61% 3080.739 77.51% 3235.353 76.38% 13700 433875.00% 3073.965 76.53% 2835.75 78.35% 3280.676 74.95% 13098 401372.81% 3116.543 74.35% 2919.219 75.97% 3266.585 73.11% 12149 450084.43% 3169.419 85.22% 3018.401 85.92% 3248.065 84.85% 21444.66 4835.05577.89% 3154.397 79.05% 2990.703 80.14% 3253.441 78.39% 15057.55 4775.62677.33% 3169.583 78.48% 3018.701 79.51% 3248.006 77.95% 14729.58 5155.15876.48% 3050.503 77.98% 2788.276 79.88% 3288.128 76.27% 13854.93 3881.49369.36% 3235.043 70.71% 3135.235 71.62% 3223.51 70.82% 11046.2 4808.788

Page 48: Correlação Dados Históricos Reservatórios

FEV

EXP LINEAR LOG POLI

Y EPM Y EPM Y EPM Y EPM FEV2864.889 85.13% 2788.344 85.53% 2526.891 86.89% 2863.539 85.14% 192722770.658 78.33% 2656.022 79.22% 2200.74 82.79% 2880.58 77.47% 127842731.856 74.25% 2600.221 75.49% 2038.842 80.78% 2885.452 72.80% 106102629.381 62.14% 2448.954 64.74% 1485.502 78.61% 2891.753 58.36% 6945

2830.797 79.95% 2740.98 80.59% 2418.066 82.87% 2870.526 79.67% 141182708.857 45.04% 2566.771 47.93% 1932.753 60.79% 2887.714 41.41% 49292696.219 67.50% 2548.269 69.29% 1870.708 77.45% 2888.753 65.18% 82972718.094 69.37% 2580.24 70.93% 1976.37 77.73% 2886.863 67.47% 8875

2699.55 76.97% 2553.154 78.22% 1887.337 83.90% 2888.494 75.35% 117202696.925 82.13% 2549.305 83.11% 1874.251 87.58% 2888.699 80.86% 15090

2712.71 61.72% 2572.395 63.70% 1951.12 72.47% 2887.368 59.26% 70872758.042 70.29% 2637.964 71.58% 2150.224 76.83% 2882.307 68.95% 92822723.998 81.27% 2588.825 82.20% 2003.527 86.23% 2886.278 80.16% 145472660.947 69.69% 2496.169 71.57% 1680.905 80.86% 2890.869 67.07% 87802730.222 79.72% 2597.853 80.70% 2031.571 84.91% 2885.628 78.56% 134602809.906 77.41% 2711.674 78.19% 2346.579 81.13% 2874.354 76.89% 124362823.077 76.10% 2730.176 76.89% 2392.102 79.75% 2871.981 75.69% 118122750.829 76.46% 2627.604 77.51% 2120.457 81.85% 2883.233 75.32% 116842714.538 79.92% 2575.059 80.95% 1959.743 85.50% 2887.199 78.64% 135192699.449 81.11% 2553.006 82.13% 1886.836 86.79% 2888.502 79.78% 142882748.052 82.38% 2623.607 83.17% 2108.817 86.48% 2883.577 81.51% 155932708.046 74.13% 2565.587 75.49% 1928.858 81.57% 2887.785 72.41% 104662652.698 44.69% 2483.884 48.21% 1632.446 65.96% 2891.194 39.72% 47962643.287 69.67% 2469.823 71.66% 1575.003 81.93% 2891.483 66.82% 8714

2637.36 48.72% 2460.942 52.15% 1537.564 70.10% 2891.621 43.78% 51432914.071 41.55% 2855.69 42.73% 2669.254 46.47% 2851.902 42.80% 49862895.705 76.67% 2830.676 77.20% 2617.93 78.91% 2856.458 76.99% 124142793.033 77.85% 2687.844 78.68% 2285.848 81.87% 2877.187 77.18% 126092755.876 73.63% 2634.856 74.79% 2141.355 79.51% 2882.59 72.42% 104522779.483 77.24% 2668.603 78.14% 2234.963 81.70% 2879.292 76.42% 122102787.396 82.10% 2679.852 82.79% 2264.919 85.46% 2878.081 81.52% 155722761.036 78.58% 2642.257 79.50% 2162.386 83.22% 2881.909 77.64% 128892698.641 78.92% 2551.822 80.07% 1882.82 85.29% 2888.566 77.43% 12801

2675.22 76.66% 2517.335 78.04% 1760.911 84.64% 2890.154 74.79% 114642819.172 81.32% 2724.699 81.94% 2378.77 84.24% 2872.699 80.96% 15091

0 5000 10000 15000 20000 25000 300000

1000

2000

3000

4000

5000

6000

7000

8000

9000

f(x) = 2,411.78863395 exp( 0.00003741 x )f(x) = 0.14801165 x + 2,107.19460803f(x) = 1,509.96701419 ln(x) − 10,208.54292493

f(x) = 0.00000483 x² + 0.02107608 x + 2,868.83898717

Column I Exponential (Column I)Linear (Column I) Logarithmic (Column I)Polynomial (Column I)

0 5000 10000 15000 20000 25000 300000

2000

4000

6000

8000

10000

12000

f(x) = 2,267.69966585 exp( 0.00003889 x )f(x) = 0.16842196 x + 1,747.99151578f(x) = 1,644.18700188 ln(x) − 11,572.19046669

f(x) = 0.00000996 x² − 0.09321175 x + 3,317.85760248

Column J Exponential (Column J)Linear (Column J) Logarithmic (Column J)Polynomial (Column J)

Page 49: Correlação Dados Históricos Reservatórios

2823.605 81.17% 2730.916 81.78% 2393.895 84.03% 2871.883 80.84% 149922778.651 82.34% 2667.419 83.04% 2231.775 85.81% 2879.416 81.69% 157302742.608 70.99% 2615.763 72.33% 2085.704 77.94% 2884.233 69.50% 9455

2622.21 65.42% 2438.149 67.84% 1436.993 81.05% 2891.817 61.86% 75822690.375 75.76% 2539.685 77.12% 1841.029 83.42% 2889.184 73.97% 11101

2632.53 26.87% 2453.69 31.84% 1506.285 58.16% 2891.708 19.67% 36002767.654 77.94% 2651.729 78.86% 2188.885 82.55% 2881.004 77.04% 125462763.929 75.60% 2646.401 76.64% 2174.036 80.81% 2881.518 74.56% 113272864.246 71.31% 2787.456 72.08% 2524.921 74.71% 2863.68 71.32% 99852730.937 71.94% 2598.889 73.30% 2034.756 79.10% 2885.551 70.36% 97342950.048 73.58% 2904.237 73.99% 2764.146 75.24% 2842.272 74.54% 111642779.898 82.65% 2669.195 83.34% 2236.555 86.04% 2879.23 82.03% 160182844.597 70.49% 2760.222 71.36% 2463.226 74.44% 2867.807 70.24% 96382882.196 82.36% 2812.174 82.78% 2578.814 84.21% 2859.65 82.49% 163352879.394 83.60% 2808.326 84.01% 2570.548 85.36% 2860.295 83.71% 17562

2826.67 74.68% 2735.208 75.50% 2404.251 78.46% 2871.31 74.28% 111643055.976 81.33% 3043.812 81.41% 3007.805 81.63% 2808.798 82.84% 163703229.223 87.86% 3261.982 87.74% 3323.986 87.50% 2739.267 89.70% 265962936.615 75.42% 2886.18 75.84% 2729.544 77.15% 2845.975 76.18% 11948

2906.45 81.43% 2845.329 81.82% 2648.207 83.08% 2853.822 81.77% 156512914.18 71.31% 2855.838 71.88% 2669.553 73.71% 2851.874 71.92% 10156

2833.552 80.49% 2744.829 81.10% 2427.207 83.29% 2869.995 80.24% 145222848.751 77.74% 2765.994 78.39% 2476.515 80.65% 2866.96 77.60% 127992963.321 79.69% 2921.999 79.97% 2797.425 80.82% 2838.49 80.54% 145882848.111 67.63% 2765.106 68.57% 2474.478 71.88% 2867.091 67.42% 87992871.004 80.87% 2796.781 81.37% 2545.478 83.04% 2862.191 80.93% 150092857.182 82.94% 2777.687 83.42% 2503.08 85.06% 2865.198 82.90% 16751

2862.21 79.65% 2784.644 80.20% 2518.666 82.09% 2864.121 79.63% 140622808.225 77.19% 2709.306 77.99% 2340.652 80.99% 2874.647 76.65% 123112789.587 85.27% 2682.96 85.84% 2273.093 88.00% 2877.737 84.81% 189442765.687 67.21% 2648.917 68.59% 2181.066 74.14% 2881.277 65.84% 84342835.036 82.84% 2746.901 83.37% 2432.106 85.28% 2869.707 82.63% 165222862.425 74.50% 2784.94 75.19% 2519.325 77.56% 2864.075 74.49% 112262769.829 76.74% 2654.838 77.71% 2197.479 81.55% 2880.698 75.81% 119082875.949 80.84% 2803.589 81.32% 2560.314 82.94% 2861.08 80.94% 150102736.869 67.91% 2607.474 69.43% 2060.892 75.84% 2884.896 66.18% 8530

2799.1 82.64% 2696.429 83.27% 2308.009 85.68% 2876.195 82.16% 161212786.041 80.49% 2677.928 81.25% 2259.837 84.18% 2878.292 79.85% 142832836.734 79.29% 2749.269 79.93% 2437.686 82.21% 2869.375 79.06% 137002802.453 78.60% 2701.165 79.38% 2320.098 82.29% 2875.634 78.05% 130982853.978 76.51% 2773.247 77.17% 2493.047 79.48% 2865.874 76.41% 121492889.976 86.52% 2822.839 86.84% 2601.485 87.87% 2857.828 86.67% 21444.662883.558 80.85% 2814.043 81.31% 2582.811 82.85% 2859.335 81.01% 15057.552924.791 80.14% 2870.218 80.51% 2698.282 81.68% 2849.129 80.66% 14729.582788.699 79.87% 2681.701 80.64% 2269.787 83.62% 2877.877 79.23% 13854.932887.137 73.86% 2818.951 74.48% 2593.26 76.52% 2858.498 74.12% 11046.2

Page 50: Correlação Dados Históricos Reservatórios

SET

EXP LINEAR LOG POLI

SET Y EPM Y EPM Y EPM Y EPM5067 2761.631 85.67% 2601.386 86.50% 2453.554 87.27% 3534.444 81.66%3198 2568.023 79.91% 2286.605 82.11% 1696.86 86.73% 3514.086 72.51%3108 2559.05 75.88% 2271.447 78.59% 1649.925 84.45% 3511.349 66.91%2583 2507.331 63.90% 2183.025 68.57% 1345.705 80.62% 3492.172 49.72%

3734 2622.115 81.43% 2376.879 83.16% 1951.635 86.18% 3527.04 75.02%3665 2615.088 46.94% 2365.258 52.01% 1920.968 61.03% 3525.694 28.47%2682 2517.003 69.66% 2199.699 73.49% 1407.545 83.04% 3496.208 57.86%2911 2539.519 71.39% 2238.268 74.78% 1542.259 82.62% 3504.797 60.51%2665 2515.34 78.54% 2196.836 81.26% 1397.09 88.08% 3495.529 70.17%2521 2501.293 83.42% 2172.583 85.60% 1305.758 91.35% 3489.544 76.88%3451 2593.414 63.41% 2329.216 67.13% 1822.046 74.29% 3520.914 50.32%3412 2589.484 72.10% 2322.647 74.98% 1803.359 80.57% 3519.944 62.08%3074 2555.668 82.43% 2265.721 84.42% 1631.84 88.78% 3510.274 75.87%2325 2482.299 71.73% 2139.573 75.63% 1172.684 86.64% 3480.735 60.36%2855 2533.994 81.17% 2228.836 83.44% 1510.321 88.78% 3502.793 73.98%3359 2584.152 79.22% 2313.721 81.39% 1777.619 85.71% 3518.578 71.71%4938 2747.811 76.74% 2579.659 78.16% 2411.152 79.59% 3535.274 70.07%2950 2543.374 78.23% 2244.836 80.79% 1564.141 86.61% 3506.155 69.99%2663 2515.144 81.40% 2196.499 83.75% 1395.855 89.67% 3495.448 74.14%2596 2508.599 82.44% 2185.215 84.71% 1353.959 90.52% 3492.713 75.55%2987 2547.036 83.67% 2251.068 85.56% 1584.635 89.84% 3507.416 77.51%2898 2538.236 75.75% 2236.078 78.63% 1534.9 85.33% 3504.337 66.52%2746 2523.276 47.39% 2210.478 53.91% 1446.319 69.84% 3498.714 27.05%2156 2466.038 71.70% 2111.109 75.77% 1048.605 87.97% 3472.525 60.15%2416 2491.1 51.56% 2154.899 58.10% 1235.81 75.97% 3484.92 32.24%3669 2615.495 47.54% 2365.932 52.55% 1922.761 61.44% 3525.774 29.29%5784 2839.721 77.12% 2722.144 78.07% 2671.156 78.48% 3523.786 71.61%4357 2686.421 78.69% 2481.806 80.32% 2205.339 82.51% 3534.906 71.97%2948 2543.176 75.67% 2244.499 78.53% 1563.026 85.05% 3506.086 66.46%3102 2558.453 79.05% 2270.436 81.41% 1646.748 86.51% 3511.161 71.24%3540 2602.406 83.29% 2344.205 84.95% 1863.912 88.03% 3523.012 77.38%3849 2633.868 79.56% 2396.248 81.41% 2001.508 84.47% 3529.074 72.62%2737 2522.393 80.30% 2208.962 82.74% 1440.921 88.74% 3498.366 72.67%2556 2504.7 78.15% 2178.478 81.00% 1328.428 88.41% 3491.037 69.55%3215 2569.721 82.97% 2289.468 84.83% 1705.578 88.70% 3514.585 76.71%

0 5000 10000 15000 20000 25000 300000

2000

4000

6000

8000

10000

12000

f(x) = 2,267.69966585 exp( 0.00003889 x )f(x) = 0.16842196 x + 1,747.99151578f(x) = 1,644.18700188 ln(x) − 11,572.19046669

f(x) = 0.00000996 x² − 0.09321175 x + 3,317.85760248

Column J Exponential (Column J)Linear (Column J) Logarithmic (Column J)Polynomial (Column J)

Page 51: Correlação Dados Históricos Reservatórios

3845 2633.459 82.43% 2395.574 84.02% 1999.799 86.66% 3529.008 76.46%3593 2607.776 83.42% 2353.132 85.04% 1888.346 88.00% 3524.187 77.60%3232 2571.42 72.80% 2292.331 75.76% 1714.249 81.87% 3515.078 62.82%1881 2439.805 67.82% 2064.793 72.77% 824.2542 89.13% 3457.949 54.39%3588 2607.269 76.51% 2352.29 78.81% 1886.056 83.01% 3524.079 68.25%2179 2468.245 31.44% 2114.983 41.25% 1066.052 70.39% 3473.676 3.51%3279 2576.125 79.47% 2300.247 81.67% 1737.986 86.15% 3516.411 71.97%3410 2589.283 77.14% 2322.31 79.50% 1802.395 84.09% 3519.894 68.92%3615 2610.008 73.86% 2356.837 76.40% 1898.382 80.99% 3524.659 64.70%2794 2527.99 74.03% 2218.562 77.21% 1474.811 84.85% 3500.539 64.04%6207 2886.822 74.14% 2793.387 74.98% 2787.206 75.03% 3512.696 68.54%4761 2728.962 82.96% 2549.848 84.08% 2351.135 85.32% 3535.874 77.93%4471 2698.357 72.00% 2501.006 74.05% 2247.805 76.68% 3535.509 63.32%5892 2851.673 82.54% 2740.334 83.22% 2701.574 83.46% 3521.293 78.44%4865 2740.022 84.40% 2567.364 85.38% 2386.665 86.41% 3535.597 79.87%3537 2602.103 76.69% 2343.7 79.01% 1862.518 83.32% 3522.944 68.44%5595 2818.925 82.78% 2690.312 83.57% 2616.533 84.02% 3527.589 78.45%9601 3294.152 87.61% 3365.011 87.35% 3504.384 86.82% 3294.679 87.61%5686 2828.919 76.32% 2705.639 77.35% 2643.06 77.88% 3525.847 70.49%4764 2729.28 82.56% 2550.354 83.70% 2352.171 84.97% 3535.869 77.41%4255 2675.785 73.65% 2464.627 75.73% 2166.39 78.67% 3534.148 65.20%4437 2694.792 81.44% 2495.28 82.82% 2235.254 84.61% 3535.356 75.66%3959 2645.16 79.33% 2414.774 81.13% 2047.838 84.00% 3530.773 72.41%5288 2785.469 80.91% 2638.607 81.91% 2523.746 82.70% 3532.25 75.79%5107 2765.931 68.57% 2608.122 70.36% 2466.482 71.97% 3534.119 59.83%3989 2648.248 82.36% 2419.827 83.88% 2060.25 86.27% 3531.195 76.47%5862 2848.348 83.00% 2735.281 83.67% 2693.181 83.92% 3522.009 78.97%4882 2741.834 80.50% 2570.228 81.72% 2392.4 82.99% 3535.531 74.86%3451 2593.414 78.93% 2329.216 81.08% 1822.046 85.20% 3520.914 71.40%3410 2589.283 86.33% 2322.31 87.74% 1802.395 90.49% 3519.894 81.42%4515 2702.978 67.95% 2508.417 70.26% 2263.907 73.16% 3535.672 58.08%3970 2646.292 83.98% 2416.627 85.37% 2052.4 87.58% 3530.93 78.63%4040 2653.505 76.36% 2428.416 78.37% 2081.138 81.46% 3531.87 68.54%3955 2644.748 77.79% 2414.1 79.73% 2046.176 82.82% 3530.716 70.35%6154 2880.878 80.81% 2784.46 81.45% 2773.107 81.52% 3514.28 76.59%3592 2607.675 69.43% 2352.963 72.42% 1887.888 77.87% 3524.166 58.69%4065 2656.087 83.52% 2432.627 84.91% 2091.281 87.03% 3532.182 78.09%3585 2606.965 81.75% 2351.784 83.53% 1884.681 86.80% 3524.014 75.33%3480 2596.341 81.05% 2334.1 82.96% 1835.805 86.60% 3521.615 74.29%4046 2654.125 79.74% 2429.427 81.45% 2083.578 84.09% 3531.946 73.03%4545 2706.134 77.73% 2513.469 79.31% 2274.796 81.28% 3535.761 70.90%

3342.553 2582.5 87.96% 2310.951 89.22% 1769.549 91.75% 3518.143 83.59%3797.538 2628.602 82.54% 2387.58 84.14% 1979.377 86.85% 3528.197 76.57%6523.087 2922.527 80.16% 2846.623 80.67% 2868.873 80.52% 3502.081 76.22%3733.493 2622.063 81.07% 2376.794 82.85% 1951.411 85.92% 3527.031 74.54%3909.468 2640.069 76.10% 2406.432 78.21% 2027.138 81.65% 3530.038 68.04%

Page 52: Correlação Dados Históricos Reservatórios

FEV OUT

EXP LINEAR LOG POLI

FEV OUT Y EPM Y EPM Y EPM Y EPM19272 4836 3233.834 83.22% 3030.877 84.27% 2821.31 85.36% 4056.5 78.95%12784 4629 3210.855 74.88% 2994.134 76.58% 2744.822 78.53% 4056.737 68.27%10610 3701 3109.829 70.69% 2829.413 73.33% 2353.636 77.82% 4046.74 61.86%

6945 2906 3025.813 56.43% 2688.3 61.29% 1930.826 72.20% 4023.793 42.06%

14118 6277 3398.421 75.93% 3286.657 76.72% 3277.303 76.79% 4029.916 71.46%4929 2965 3031.969 38.49% 2698.772 45.25% 1965.968 60.11% 4025.952 18.32%8297 4154 3158.741 61.93% 2909.821 64.93% 2555.523 69.20% 4053.879 51.14%8875 3789 3119.271 64.85% 2845.033 67.94% 2394.722 73.02% 4048.464 54.38%

11720 2808 3015.615 74.27% 2670.904 77.21% 1870.846 84.04% 4020.045 65.70%15090 2884 3023.521 79.96% 2684.394 82.21% 1917.539 87.29% 4022.969 73.34%

7087 4127 3155.804 55.47% 2905.029 59.01% 2544.121 64.10% 4053.575 42.80%9282 3739 3113.902 66.45% 2836.158 69.44% 2371.496 74.45% 4047.504 56.39%

14547 4603 3207.98 77.95% 2989.519 79.45% 2734.974 81.20% 4056.703 72.11%8780 2402 2973.73 66.13% 2598.839 70.40% 1597.796 81.80% 4002.371 54.41%

13460 3287 3065.79 77.22% 2755.928 79.53% 2146.226 84.05% 4036.446 70.01%12436 4140 3157.218 74.61% 2907.336 76.62% 2549.62 79.50% 4053.723 67.40%11812 4643 3212.404 72.80% 2996.62 74.63% 2750.102 76.72% 4056.749 65.66%11684 3334 3070.758 73.72% 2764.27 76.34% 2171.049 81.42% 4037.796 65.44%13519 3143 3050.619 77.43% 2730.367 79.80% 2067.901 84.70% 4032.022 70.18%14288 3877 3128.741 78.10% 2860.653 79.98% 2434.865 82.96% 4050.026 71.65%15593 3353 3072.769 80.29% 2767.643 82.25% 2180.985 86.01% 4038.328 74.10%10466 3500 3088.369 70.49% 2793.735 73.31% 2256.005 78.44% 4042.192 61.38%

4796 3976 3139.43 34.54% 2878.226 39.99% 2478.95 48.31% 4051.588 15.52%8714 2298 2963.095 66.00% 2580.379 70.39% 1520.406 82.55% 3997.286 54.13%5143 2481 2981.834 42.02% 2612.861 49.20% 1654.374 67.83% 4006.081 22.11%4986 3156 3051.985 38.79% 2732.675 45.19% 2075.118 58.38% 4032.439 19.12%

12414 4339 3178.936 74.39% 2942.659 76.30% 2631.705 78.80% 4055.556 67.33%12609 4378 3183.21 74.75% 2949.582 76.61% 2647.35 79.00% 4055.817 67.83%10452 3244 3061.252 70.71% 2748.295 73.71% 2123.203 79.69% 4035.171 61.39%12210 3578 3096.679 74.64% 2807.58 77.01% 2294.541 81.21% 4044.057 66.88%15572 3349 3072.345 80.27% 2766.933 82.23% 2178.898 86.01% 4038.217 74.07%12889 5328 3289.112 74.48% 3118.208 75.81% 2990.71 76.80% 4052.326 68.56%12801 2812 3016.03 76.44% 2671.614 79.13% 1873.335 85.37% 4020.202 68.59%11464 3551 3093.8 73.01% 2802.788 75.55% 2281.298 80.10% 4043.426 64.73%15091 5336 3290.019 78.20% 3119.628 79.33% 2993.333 80.16% 4052.216 73.15%

0 5000 10000 15000 20000 25000 300000

2000

4000

6000

8000

10000

12000

f(x) = 2,737.56309525 exp( 0.00003445 x )f(x) = 0.17750145 x + 2,172.48028738f(x) = 1,748.41107145 ln(x) − 12,011.93588334

f(x) = 0.00001050 x² − 0.09823794 x + 3,826.98390809

Column K Exponential (Column K)Linear (Column K) Logarithmic (Column K)Polynomial (Column K)

Page 53: Correlação Dados Históricos Reservatórios

14992 4600 3207.649 78.60% 2988.987 80.06% 2733.834 81.76% 4056.698 72.94%15730 3526 3091.137 80.35% 2798.35 82.21% 2268.945 85.58% 4042.828 74.30%

9455 3351 3072.557 67.50% 2767.288 70.73% 2179.941 76.94% 4038.273 57.29%7582 2918 3027.064 60.08% 2690.43 64.52% 1938.031 74.44% 4024.238 46.92%

11101 3994 3141.378 71.70% 2881.421 74.04% 2486.848 77.60% 4051.85 63.50%3600 3341 3071.499 14.68% 2765.513 23.18% 2174.716 39.59% 4037.993 12.17%

12546 7028 3487.492 72.20% 3419.96 72.74% 3474.89 72.30% 3998.776 68.13%11327 4540 3201.025 71.74% 2978.337 73.71% 2710.878 76.07% 4056.562 64.19%

9985 4190 3162.661 68.33% 2916.211 70.79% 2570.61 74.26% 4054.262 59.40%9734 4179 3161.462 67.52% 2914.259 70.06% 2566.014 73.64% 4054.148 58.35%

11164 6784 3458.299 69.02% 3376.65 69.75% 3413.11 69.43% 4010.192 64.08%16018 4605 3208.201 79.97% 2989.874 81.33% 2735.733 82.92% 4056.706 74.67%

9638 4286 3173.137 67.08% 2933.252 69.57% 2610.217 72.92% 4055.149 57.93%16335 5751 3337.393 79.57% 3193.291 80.45% 3124.284 80.87% 4044.673 75.24%17562 4846 3234.948 81.58% 3032.652 82.73% 2824.921 83.91% 4056.466 76.90%11164 5727 3334.635 70.13% 3189.031 71.43% 3116.973 72.08% 4045.208 63.77%16370 7600 3556.896 78.27% 3521.491 78.49% 3611.697 77.94% 3967.112 75.77%26596 11155 4020.305 84.88% 4152.509 84.39% 4282.631 83.90% 3616.271 86.40%11948 5092 3262.48 72.69% 3076.318 74.25% 2911.497 75.63% 4054.963 66.06%15651 4377 3183.101 79.66% 2949.404 81.16% 2646.95 83.09% 4055.811 74.09%10156 3882 3129.28 69.19% 2861.541 71.82% 2437.118 76.00% 4050.109 60.12%14522 5219 3276.785 77.44% 3098.86 78.66% 2954.57 79.65% 4053.689 72.09%12799 4884 3239.186 74.69% 3039.397 76.25% 2838.578 77.82% 4056.317 68.31%14588 4187 3162.334 78.32% 2915.679 80.01% 2569.357 82.39% 4054.231 72.21%

8799 5356 3292.287 62.58% 3123.178 64.51% 2999.874 65.91% 4051.936 53.95%15009 5816 3344.875 77.71% 3204.829 78.65% 3143.935 79.05% 4043.164 73.06%16751 7028 3487.492 79.18% 3419.96 79.58% 3474.89 79.26% 3998.776 76.13%14062 5545 3313.793 76.43% 3156.726 77.55% 3060.507 78.24% 4048.87 71.21%12311 3418 3079.657 74.98% 2779.18 77.43% 2214.554 82.01% 4040.093 67.18%18944 4773 3226.823 82.97% 3019.695 84.06% 2798.383 85.23% 4056.668 78.59%

8434 4015 3143.651 62.73% 2885.149 65.79% 2496.017 70.41% 4052.147 51.95%16522 4386 3184.088 80.73% 2951.002 82.14% 2650.542 83.96% 4055.867 75.45%11226 5834 3346.95 70.19% 3208.024 71.42% 3149.338 71.95% 4042.731 63.99%11908 3103 3046.418 74.42% 2723.267 77.13% 2045.507 82.82% 4030.716 66.15%15010 3855 3126.371 79.17% 2856.748 80.97% 2424.915 83.84% 4049.65 73.02%

8530 4506 3197.278 62.52% 2972.302 65.15% 2697.735 68.37% 4056.452 52.44%16121 3024 3038.138 81.15% 2709.245 83.19% 2000.417 87.59% 4028.037 75.01%14283 3591 3098.066 78.31% 2809.888 80.33% 2300.882 83.89% 4044.356 71.68%13700 4632 3211.187 76.56% 2994.667 78.14% 2745.954 79.96% 4056.74 70.39%13098 4100 3152.87 75.93% 2900.236 77.86% 2532.645 80.66% 4053.254 69.05%12149 6037 3370.438 72.26% 3244.057 73.30% 3209.141 73.59% 4037.37 66.77%

21444.66 3243.595 3061.209 85.73% 2748.223 87.18% 2122.984 90.10% 4035.158 81.18%15057.55 4592.365 3206.805 78.70% 2987.632 80.16% 2730.929 81.86% 4056.685 73.06%14729.58 6435.649 3417.045 76.80% 3314.817 77.50% 3320.944 77.45% 4024.324 72.68%13854.93 5453.563 3303.371 76.16% 3140.496 77.33% 3031.436 78.12% 4050.447 70.77%

11046.2 5214.296 3276.254 70.34% 3098.025 71.95% 2952.993 73.27% 4053.742 63.30%

Page 54: Correlação Dados Históricos Reservatórios

FEV NOV

EXP LINEAR LOG POLI

FEV NOV Y EPM Y EPM Y EPM Y19272 5077 4255.826 77.92% 4181.759 78.30% 3978.522 79.36% 4803.32512784 4770 4216.732 67.02% 4127.343 67.71% 3866.948 69.75% 4811.71210610 3528 4062.205 61.71% 3907.196 63.17% 3327.422 68.64% 4828.078

6945 2740 3967.113 42.88% 3767.522 45.75% 2875.264 58.60% 4823.857

14118 4974 4242.669 69.95% 4163.502 70.51% 3941.859 72.08% 4806.3314929 3696 4082.771 17.17% 3936.975 20.13% 3410.636 30.80% 4827.5128297 6284 4413.073 46.81% 4395.702 47.02% 4360.046 47.45% 4753.6668875 4591 4194.104 52.74% 4095.615 53.85% 3798.529 57.20% 4815.808

11720 4996 4245.476 63.78% 4167.402 64.44% 3949.753 66.30% 4805.70515090 5865 4357.838 71.12% 4321.433 71.36% 4236.612 71.92% 4773.919

7087 5116 4260.818 39.88% 4188.672 40.90% 3992.211 43.67% 4802.1369282 4892 4232.224 54.40% 4148.968 55.30% 3912.124 57.85% 4808.585

14547 6393 4427.556 69.56% 4415.022 69.65% 4390.808 69.82% 4747.8728780 4542 4187.931 52.30% 4086.929 53.45% 3779.335 56.96% 4816.827

13460 5444 4303.036 68.03% 4246.81 68.45% 4103.368 69.51% 4791.0412436 4411 4171.472 66.46% 4063.709 67.32% 3726.984 70.03% 4819.33711812 4434 4174.357 64.66% 4067.786 65.56% 3736.287 68.37% 4818.91911684 4241 4150.209 64.48% 4033.577 65.48% 3656.681 68.70% 4822.12713519 4293 4156.701 69.25% 4042.794 70.10% 3678.48 72.79% 4821.32914288 6210 4403.267 69.18% 4382.585 69.33% 4338.856 69.63% 4757.47615593 3390 4045.389 74.06% 3882.736 75.10% 3256.047 79.12% 4828.15810466 4890 4231.97 59.56% 4148.613 60.36% 3911.392 62.63% 4808.639

4796 4564 4190.701 12.62% 4090.829 14.70% 3787.978 21.02% 4816.3758714 2970 3994.636 54.16% 3808.29 56.30% 3019.448 65.35% 4826.2615143 3675 4080.195 20.67% 3933.252 23.52% 3400.444 33.88% 4827.6114986 4219 4147.465 16.82% 4029.677 19.18% 3647.377 26.85% 4822.449

12414 5313 4286.125 65.47% 4223.59 65.98% 4059.798 67.30% 4795.70812609 4934 4237.571 66.39% 4156.412 67.04% 3927.416 68.85% 4807.44610452 4478 4179.881 60.01% 4075.585 61.01% 3753.95 64.08% 4818.09312210 5651 4329.895 64.54% 4283.501 64.92% 4170.123 65.85% 4783.02715572 5081 4256.338 72.67% 4182.468 73.14% 3979.931 74.44% 4803.20412889 5384 4295.282 66.67% 4236.175 67.13% 4083.544 68.32% 4793.21712801 3783 4093.462 68.02% 3952.395 69.12% 3452.255 73.03% 4827.01611464 4851 4227.012 63.13% 4141.7 63.87% 3897.068 66.01% 4809.66615091 6195 4401.282 70.84% 4379.926 70.98% 4334.531 71.28% 4758.236

0 5000 10000 15000 20000 25000 300000

2000

4000

6000

8000

10000

12000

14000

f(x) = 3,653.45830245 exp( 0.00003006 x )f(x) = 0.17725161 x + 3,281.85263411f(x) = 1,788.78903695 ln(x) − 11,284.27700534

f(x) = 0.00000913 x² − 0.06258360 x + 4,720.92241952

Column L Exponential (Column L)Linear (Column L) Logarithmic (Column L)Polynomial (Column L)

Page 55: Correlação Dados Históricos Reservatórios

14992 7347 4556.364 69.61% 4584.12 69.42% 4639.608 69.05% 4687.90115730 5733 4340.581 72.41% 4298.036 72.68% 4195.893 73.33% 4779.636

9455 4024 4123.225 56.39% 3995.113 57.75% 3562.729 62.32% 4824.9217582 6934 4500.148 40.65% 4510.915 40.50% 4536.117 40.17% 4715.903

11101 4359 4164.956 62.48% 4054.492 63.48% 3705.771 66.62% 4820.2463600 3827 4098.88 13.86% 3960.195 10.01% 3472.94 3.53% 4826.713

12546 8394 4702.046 62.52% 4769.703 61.98% 4877.919 61.12% 4602.95611327 6899 4495.416 60.31% 4504.711 60.23% 4527.065 60.03% 4718.133

9985 4339 4162.453 58.31% 4050.947 59.43% 3697.545 62.97% 4820.5839734 5843 4354.957 55.26% 4317.534 55.64% 4229.89 56.55% 4774.894

11164 8126 4664.319 58.22% 4722.199 57.70% 4819.876 56.83% 4626.60616018 6690 4467.262 72.11% 4467.666 72.11% 4472.037 72.08% 4730.984

9638 6941 4501.095 53.30% 4512.156 53.18% 4537.922 52.92% 4715.45516335 6572 4451.444 72.75% 4446.75 72.78% 4440.204 72.82% 4737.88617562 5851 4356.005 75.20% 4318.952 75.41% 4232.337 75.90% 4774.54111164 9787 4903.118 56.08% 5016.614 55.06% 5152.566 53.85% 4458.90816370 8415 4705.016 71.26% 4773.425 70.84% 4882.389 70.17% 4601.04826596 11775 5205.057 80.43% 5368.99 79.81% 5483.355 79.38% 4191.96411948 5159 4266.329 64.29% 4196.294 64.88% 4007.183 66.46% 4800.79415651 5588 4321.703 72.39% 4272.335 72.70% 4150.069 73.48% 4785.54910156 4272 4154.078 59.10% 4039.072 60.23% 3669.708 63.87% 4821.65714522 6487 4440.085 69.43% 4431.684 69.48% 4416.918 69.58% 4742.70112799 6182 4399.563 65.63% 4377.622 65.80% 4330.773 66.16% 4758.89214588 5826 4352.732 70.16% 4314.521 70.42% 4224.678 71.04% 4775.641

8799 5156 4265.944 51.52% 4195.762 52.32% 4006.142 54.47% 4800.88815009 4763 4215.845 71.91% 4126.102 72.51% 3864.321 74.25% 4811.88316751 9273 4827.943 71.18% 4925.507 70.60% 5056.064 69.82% 4516.18514062 4371 4166.459 70.37% 4056.619 71.15% 3710.689 73.61% 4820.04112311 5007 4246.88 65.50% 4169.351 66.13% 3953.687 67.88% 4805.38918944 4874 4229.935 77.67% 4145.777 78.12% 3905.53 79.38% 4809.064

8434 6708 4469.679 47.00% 4470.856 46.99% 4476.844 46.92% 4729.90816522 6258 4409.625 73.31% 4391.093 73.42% 4352.63 73.66% 4755.01611226 5852 4356.136 61.20% 4319.129 61.53% 4232.643 62.30% 4774.49711908 4247 4150.957 65.14% 4034.64 66.12% 3659.21 69.27% 4822.03715010 5925 4365.705 70.91% 4332.068 71.14% 4254.819 71.65% 4771.216

8530 5806 4350.116 49.00% 4310.975 49.46% 4218.526 50.54% 4776.51416121 4690 4206.604 73.91% 4113.163 74.49% 3836.693 76.20% 4813.61514283 4723 4210.779 70.52% 4119.012 71.16% 3849.235 73.05% 4812.84413700 5370 4293.475 68.66% 4233.694 69.10% 4078.886 70.23% 4793.71513098 5103 4259.153 67.48% 4186.368 68.04% 3987.659 69.56% 4802.53612149 5957 4369.907 64.03% 4337.74 64.30% 4264.454 64.90% 4769.747

21444.66 5341.019 4289.736 80.00% 4228.557 80.28% 4069.207 81.02% 4794.73615057.55 5106.183 4259.561 71.71% 4186.932 72.19% 3988.775 73.51% 4802.43814729.58 7189.532 4534.848 69.21% 4556.209 69.07% 4600.852 68.76% 4698.94513854.93 6084.218 4386.65 68.34% 4360.29 68.53% 4302.253 68.95% 4763.723

11046.2 5501.768 4310.515 60.98% 4257.05 61.46% 4122.25 62.68% 4788.883

Page 56: Correlação Dados Históricos Reservatórios

FEV DEZ

EXP LINEAR LOG

EPM FEV DEZ Y EPM Y EPM Y EPM75.08% 19272 7820 7299.313 62.12% 7481.772 61.18% 7481.048 61.18%62.36% 12784 9739 7585.925 40.66% 7847.196 38.62% 7940.583 37.89%54.50% 10610 6630 7127.046 32.83% 7255.168 31.62% 7135.372 32.75%30.54% 6945 6533 7113.185 2.42% 7236.697 4.20% 7104.51 2.30%

65.96% 14118 6224 7069.208 49.93% 7177.856 49.16% 7003.049 50.40%2.06% 4929 7030 7184.493 45.76% 7331.338 48.74% 7258.042 47.25%

42.71% 8297 10030 7630.359 8.03% 7902.609 4.75% 8002.235 3.55%45.74% 8875 8299 7369.823 16.96% 7572.985 14.67% 7605.537 14.30%59.00% 11720 7498 7252.293 38.12% 7420.456 36.69% 7392.999 36.92%68.36% 15090 6355 7087.819 53.03% 7202.801 52.27% 7046.665 53.30%32.24% 7087 7860 7305.175 3.08% 7489.389 5.68% 7491.732 5.71%48.19% 9282 7255 7217.009 22.25% 7374.183 20.55% 7324.012 21.09%67.36% 14547 6661 7131.482 50.98% 7261.071 50.09% 7145.14 50.88%45.14% 8780 4694 6855.432 21.92% 6886.507 21.57% 6412.275 26.97%64.41% 13460 11214 7813.85 41.95% 8128.071 39.61% 8235.888 38.81%61.25% 12436 6038 7042.868 43.37% 7142.437 42.57% 6939.517 44.20%59.20% 11812 8441 7390.857 37.43% 7600.026 35.66% 7641.063 35.31%58.73% 11684 7708 7282.924 37.67% 7460.445 36.15% 7450.841 36.23%64.34% 13519 6579 7119.755 47.34% 7245.456 46.41% 7119.202 47.34%66.70% 14288 9043 7480.696 47.64% 7714.661 46.01% 7785.319 45.51%69.04% 15593 5099 6911.383 55.68% 6963.629 55.34% 6585.573 57.77%54.05% 10466 4913 6885.631 34.21% 6928.21 33.80% 6507.76 37.82%

0.42% 4796 6206 7066.655 47.34% 7174.428 49.59% 6996.984 45.89%44.61% 8714 4374 6811.545 21.83% 6825.572 21.67% 6264.424 28.11%

6.13% 5143 6439 7099.778 38.05% 7218.797 40.36% 7074.162 37.55%3.28% 4986 7926 7314.858 46.71% 7501.957 50.46% 7509.242 50.61%

61.37% 12414 8083 7337.943 40.89% 7531.854 39.33% 7550.314 39.18%61.87% 12609 6022 7040.607 44.16% 7139.39 43.38% 6933.961 45.01%53.90% 10452 5898 7023.107 32.81% 7115.778 31.92% 6890.393 34.08%60.83% 12210 8180 7352.243 39.79% 7550.325 38.16% 7575.294 37.96%69.15% 15572 5434 6958.008 55.32% 7027.421 54.87% 6718.816 56.85%62.81% 12889 10050 7633.423 40.78% 7906.418 38.66% 8006.406 37.88%62.29% 12801 3150 6646.253 48.08% 6592.493 48.50% 5577.017 56.43%58.05% 11464 7144 7200.949 37.19% 7353.046 35.86% 7291.727 36.39%68.47% 15091 10617 7720.785 48.84% 8014.388 46.89% 8121.333 46.18%

0 5000 10000 15000 20000 25000 300000

2000

4000

6000

8000

10000

12000

14000

16000

f(x) = 6,208.44198881 exp( 0.00001901 x )f(x) = 0.18174502 x + 5,928.31614508f(x) = 1,773.88249076 ln(x) − 8,442.10844072

f(x) = 0.00000970 x² − 0.07301843 x + 7,456.95903060

Column M Exponential (Column M)Linear (Column M) Logarithmic (Column M)Polynomial (Column M)

Page 57: Correlação Dados Históricos Reservatórios

68.73% 14992 7861 7305.322 51.27% 7489.58 50.04% 7491.998 50.03%69.61% 15730 8518 7402.287 52.94% 7614.688 51.59% 7660.078 51.30%48.97% 9455 7076 7191.129 23.94% 7340.097 22.37% 7271.7 23.09%37.80% 7582 6634 7127.619 5.99% 7255.93 4.30% 7136.635 5.87%56.58% 11101 4240 6793.251 38.81% 6800.055 38.74% 6199.27 44.16%34.08% 3600 8094 7339.564 103.88% 7533.949 109.28% 7553.162 109.81%63.31% 12546 8884 7456.862 40.56% 7684.383 38.75% 7748.173 38.24%58.35% 11327 8815 7446.543 34.26% 7671.244 32.27% 7731.846 31.74%51.72% 9985 7248 7215.996 27.73% 7372.85 26.16% 7321.991 26.67%50.95% 9734 8827 7448.336 23.48% 7673.529 21.17% 7734.695 20.54%58.56% 11164 12305 7986.832 28.46% 8335.823 25.33% 8430.3 24.49%70.46% 16018 11758 7899.63 50.68% 8231.661 48.61% 8335.082 47.96%51.07% 9638 10420 7690.319 20.21% 7976.874 17.24% 8082.113 16.14%71.00% 16335 9175 7500.54 54.08% 7739.797 52.62% 7815.664 52.15%72.81% 17562 10939 7770.842 55.75% 8075.704 54.02% 8183.897 53.40%60.06% 11164 13143 8122.296 27.25% 8495.399 23.90% 8568.259 23.25%71.89% 16370 13336 8153.818 50.19% 8532.15 47.88% 8598.785 47.47%84.24% 26596 14959 8423.791 68.33% 8841.208 66.76% 8839.272 66.76%59.82% 11948 9657 7573.451 36.61% 7831.581 34.45% 7922.878 33.69%69.42% 15651 6184 7063.535 54.87% 7170.239 54.19% 6989.548 55.34%52.52% 10156 8238 7360.806 27.52% 7561.37 25.55% 7590.089 25.26%67.34% 14522 10238 7662.279 47.24% 7942.217 45.31% 8045.215 44.60%62.82% 12799 7144 7200.949 43.74% 7353.046 42.55% 7291.727 43.03%67.26% 14588 11641 7881.102 45.98% 8209.382 43.73% 8314.141 43.01%45.44% 8799 5592 6980.107 20.67% 7057.508 19.79% 6778.833 22.96%67.94% 15009 7045 7186.656 52.12% 7334.194 51.13% 7262.506 51.61%73.04% 16751 10236 7661.972 54.26% 7941.836 52.59% 8044.806 51.97%65.72% 14062 7500 7252.584 48.42% 7420.837 47.23% 7393.558 47.42%60.97% 12311 7275 7219.907 41.35% 7377.991 40.07% 7329.776 40.46%74.61% 18944 6069 7047.251 62.80% 7148.34 62.27% 6950.24 63.31%43.92% 8434 9133 7494.22 11.14% 7731.799 8.33% 7806.056 7.45%71.22% 16522 10766 7743.908 53.13% 8042.761 51.32% 8150.516 50.67%57.47% 11226 8487 7397.683 34.10% 7608.785 32.22% 7652.444 31.83%59.51% 11908 6073 7047.817 40.81% 7149.102 39.96% 6951.62 41.62%68.21% 15010 9405 7535.244 49.80% 7783.594 48.14% 7867.509 47.58%44.00% 8530 8659 7423.265 12.97% 7641.538 10.42% 7694.457 9.80%70.14% 16121 6542 7114.47 55.87% 7238.411 55.10% 7107.393 55.91%66.30% 14283 7376 7234.557 49.35% 7397.224 48.21% 7358.648 48.48%65.01% 13700 8303 7370.415 46.20% 7573.747 44.72% 7606.546 44.48%63.33% 13098 12673 8046.039 38.57% 8405.899 35.82% 8492.005 35.17%60.74% 12149 12221 7973.378 34.37% 8319.828 31.52% 8415.956 30.73%77.64% 21444.66 6512.297 7110.23 66.84% 7232.755 66.27% 7097.864 66.90%68.11% 15057.55 6600.145 7122.777 52.70% 7249.483 51.85% 7125.922 52.68%68.10% 14729.58 13850.09 8238.383 44.07% 8630.045 41.41% 8677.989 41.08%65.62% 13854.93 8512.547 7401.477 46.58% 7613.65 45.05% 7658.737 44.72%56.65% 11046.2 8094.844 7339.688 33.55% 7534.109 31.79% 7553.38 31.62%

Page 58: Correlação Dados Históricos Reservatórios

POLI

Y EPM7467.987 61.25%7857.679 38.54%7220.044 31.95%7199.621 3.67%

7134.35 49.47%7303.923 48.18%7915.679 4.60%

7566.43 14.74%7401.372 36.85%7162.061 52.54%7476.238 5.49%7350.867 20.81%7226.564 50.32%

6806.38 22.48%8148.697 39.46%7094.904 42.95%7595.464 35.70%7444.857 36.28%

7209.31 46.67%7717.789 45.98%

6893.97 55.79%6853.812 34.51%7130.538 48.68%6736.778 22.69%

7179.8 39.60%7489.839 50.22%7522.135 39.41%7091.506 43.76%7065.136 32.40%7542.046 38.23%

6966 55.27%7919.655 38.55%6467.339 49.48%7327.729 36.08%

8031.8 46.78%

Page 59: Correlação Dados Históricos Reservatórios

7476.444 50.13%7611.179 51.61%7313.535 22.65%7220.886 4.76%6707.529 39.58%7524.395 109.01%

7685.6 38.74%7671.605 32.27%7349.409 26.40%

7674.04 21.16%8359.192 25.12%8254.161 48.47%

7992.96 17.07%7744.446 52.59%

8095 53.91%8518.127 23.70%8554.392 47.74%8854.354 66.71%7841.283 34.37%7125.877 54.47%7553.937 25.62%

7956.96 45.21%7327.729 42.75%8231.563 43.57%

6999.84 20.45%7307.058 51.32%7956.563 52.50%7401.787 47.36%7355.031 40.26%7101.487 62.51%7735.971 8.28%8061.088 51.21%7604.855 32.26%7102.336 40.36%7790.753 48.10%7639.903 10.43%7201.518 55.33%

7376.04 48.36%7567.249 44.76%8429.281 35.64%8343.129 31.33%7195.258 66.45%7213.762 52.09%8650.374 41.27%7610.067 45.07%7524.568 31.88%

Page 60: Correlação Dados Históricos Reservatórios

MAR JAN

EXP LINEAR LOGANO MAR JAN Y EPM Y EPM Y EPM1931 18622 12183 11590.74 37.76% 12091.23 35.07% 12323.38 33.82%1932 10591 11767 11415.51 7.78% 11925.52 12.60% 12161.37 14.83%1933 8277 13205 12032.75 45.38% 12498.32 51.00% 12699.04 53.43%1934 6843 8958 10299.62 50.51% 10806.6 57.92% 10889.41 59.13%1935 12065 10903 11059.98 8.33% 11581.36 4.01% 11805.73 2.15%1936 10924 7134 9634.133 11.81% 10080.04 7.73% 9827.673 10.04%1937 7784 12476 11715.78 50.51% 12207.94 56.83% 12434.21 59.74%1938 8019 11006 11101.77 38.44% 11622.39 44.94% 11849.58 47.77%1939 6633 11595 11343.83 71.02% 11857.01 78.76% 12092.7 82.31%1940 12733 11009 11102.99 12.80% 11623.58 8.71% 11850.85 6.93%1941 6072 9803 10623.31 74.96% 11143.19 83.52% 11309.78 86.26%1942 13102 8748 10220.72 21.99% 10722.95 18.16% 10778.79 17.73%1943 13494 15124 12908.76 4.34% 13262.73 1.71% 13331.8 1.20%1944 10155 6410 9382.06 7.61% 9791.645 3.58% 9328.629 8.14%1945 11348 6248 9326.567 17.81% 9727.115 14.28% 9209.256 18.85%1946 14508 15908 13284.74 8.43% 13575.02 6.43% 13567.49 6.48%1947 18857 10102 10740.27 43.04% 11262.29 40.28% 11449.89 39.28%1948 12201 10910 11062.81 9.33% 11584.15 5.06% 11808.72 3.22%1949 10862 8862 10263.48 5.51% 10768.36 0.86% 10839.17 0.21%1950 12429 8338 10068.41 18.99% 10559.63 15.04% 10554.94 15.08%1951 14313 12203 11599.23 18.96% 12099.19 15.47% 12331.03 13.85%1952 15530 6499 9412.688 39.39% 9827.097 36.72% 9392.933 39.52%1953 6241 4888 8873.451 42.18% 9185.381 47.18% 8064.492 29.22%1954 5632 5584 9102.52 61.62% 9462.622 68.02% 8685.294 54.21%1955 5513 6865 9539.695 73.04% 9972.887 80.90% 9648.43 75.01%1956 7183 7479 9756.621 35.83% 10217.46 42.25% 10047.91 39.88%1957 12381 10688 10973.24 11.37% 11495.72 7.15% 11712.85 5.40%1958 10286 8020 9951.841 3.25% 10432.96 1.43% 10373.6 0.85%1959 11141 11569 11333.04 1.72% 11846.65 6.33% 12082.23 8.45%1960 12318 9781 10614.76 13.83% 11134.43 9.61% 11299.3 8.27%1961 18046 15293 12988.9 28.02% 13330.04 26.13% 13383.63 25.84%1962 13472 9487 10501.09 22.05% 11017.32 18.22% 11156.98 17.18%1963 9093 14574 12651.36 39.13% 13043.64 43.45% 13159.05 44.72%1964 8433 5426 9050.005 7.32% 9399.685 11.46% 8551.44 1.40%1965 18529 12517 11733.38 36.68% 12224.27 34.03% 12449.51 32.81%

0 5000 10000 15000 20000 250000

5000

10000

15000

20000

25000

f(x) = 7,419.15522632 exp( 0.00003662 x )f(x) = 0.39833384 x + 7,238.32536877f(x) = 4,663.40371390 ln(x) − 31,548.97078626f(x) = − 0.00001936 x² + 0.88233546 x + 4,480.43729629

Column D Exponential (Column D)Linear (Column D) Logarithmic (Column D)Polynomial (Column D)

Page 61: Correlação Dados Históricos Reservatórios

1966 15260 14338 12542.5 17.81% 12949.64 15.14% 13082.92 14.27%1967 13530 14350 12548.01 7.26% 12954.42 4.25% 13086.82 3.28%1968 10817 11753 11409.66 5.48% 11919.94 10.20% 12155.81 12.38%1969 6757 6144 9291.114 37.50% 9685.688 43.34% 9130.978 35.13%1970 13261 9892 10657.99 19.63% 11178.64 15.70% 11351.93 14.40%1971 4895 4432 8726.506 78.27% 9003.741 83.94% 7607.794 55.42%1972 11620 8695 10200.9 12.21% 10701.84 7.90% 10750.45 7.48%1973 9346 11521 11313.13 21.05% 11827.53 26.55% 12062.84 29.07%1974 12544 13598 12207.18 2.69% 12654.87 0.88% 12835.8 2.33%1975 8206 11477 11294.92 37.64% 11810 43.92% 12044.99 46.78%1976 11486 9426 10477.66 8.78% 10993.02 4.29% 11126.9 3.13%1977 8987 15686 13177.18 46.62% 13486.59 50.07% 13501.95 50.24%1978 11560 15545 13109.32 13.40% 13430.42 16.18% 13459.84 16.43%1979 12005 13285 12068.06 0.53% 12530.19 4.37% 12727.21 6.02%1980 13464 14977 12839.46 4.64% 13204.17 1.93% 13286.26 1.32%1981 9026 14138 12450.97 37.95% 12869.97 42.59% 13017.41 44.22%1982 19052 15703 13185.39 30.79% 13493.36 29.18% 13507 29.10%1983 20786 22795 17095.55 17.75% 16318.35 21.49% 15245 26.66%1984 9540 15497 13086.29 37.17% 13411.3 40.58% 13445.42 40.94%1985 15613 13246 12050.83 22.82% 12514.66 19.84% 12713.5 18.57%1986 10521 10445 10876.03 3.37% 11398.92 8.34% 11605.6 10.31%1987 11541 12202 11598.81 0.50% 12098.79 4.83% 12330.65 6.84%1988 14720 10683 10971.23 25.47% 11493.73 21.92% 11710.67 20.44%1989 12561 13206 12033.19 4.20% 12498.72 0.50% 12699.39 1.10%1990 9363 18097 14393.51 53.73% 14446.97 54.30% 14168.71 51.33%1991 13977 9720 10591.07 24.22% 11110.13 20.51% 11270.13 19.37%1992 11496 11110 11144.14 3.06% 11663.81 1.46% 11893.44 3.46%1993 12415 9211 10395.49 16.27% 10907.38 12.14% 11019.3 11.24%1994 12555 13783 12290.16 2.11% 12728.56 1.38% 12898.82 2.74%1995 12229 10122 10748.14 12.11% 11270.26 7.84% 11459.11 6.30%1996 11579 11465 11289.96 2.50% 11805.22 1.95% 12040.12 3.98%1997 10983 18334 14518.97 32.19% 14541.38 32.40% 14229.39 29.56%1998 12301 8518 10135 17.61% 10631.33 13.57% 10654.54 13.38%1999 13605 14482 12608.81 7.32% 13007 4.40% 13129.52 3.49%2000 14577 11537 11319.76 22.35% 11833.9 18.82% 12069.31 17.20%2001 8018 8686 10197.54 27.18% 10698.25 33.43% 10745.62 34.02%2002 11996 12969 11929.21 0.56% 12404.32 3.40% 12614.94 5.16%2003 10860 12549 11747.14 8.17% 12237.02 12.68% 12461.42 14.75%2004 13763 8930 10289.07 25.24% 10795.45 21.56% 10874.81 20.99%2005 11639 15167 12929.1 11.08% 13279.85 14.10% 13345.04 14.66%2006 14227 10958 11082.28 22.10% 11603.27 18.44% 11829.19 16.85%2007 11797.58 22358.01 16824.15 42.61% 16144.28 36.84% 15154.74 28.46%2008 15180.99 8550.083 10146.91 33.16% 10644.11 29.89% 10672.07 29.70%2009 10905.87 10944.84 11076.94 1.57% 11598.03 6.35% 11823.59 8.41%2010 12633.63 16644.93 13648.13 8.03% 13868.57 9.78% 13778.67 9.06%2011 21903.48 16233.11 13443.85 38.62% 13704.52 37.43% 13661.83 37.63%

Page 62: Correlação Dados Históricos Reservatórios

MAR FEV

POLI EXP LINEAR LOG

Y EPM MAR FEV Y EPM Y EPM Y12356.41 33.65% 18622 19272 16276.69 12.59% 15712.62 15.62% 14941.8612182.25 15.02% 10591 10591 10257.32 3.15% 10781.33 1.80% 11146.9712755.83 54.11% 8277 8277 9069.436 9.57% 9466.845 14.38% 9584.23310830.84 58.28% 6843 6843 8403.394 22.80% 8652.253 26.44% 8378.194

11799.11 2.20% 12065 12065 11093.88 8.05% 11618.64 3.70% 11972.989789.711 10.38% 10924 10924 10440.62 4.42% 10970.49 0.43% 11343.2112475.06 60.27% 7784 7784 8834.702 13.50% 9186.794 18.02% 9194.94811846.31 47.73% 8019 8019 8945.826 11.56% 9320.287 16.23% 9383.49412108.28 82.55% 6633 6633 8310.051 25.28% 8532.962 28.64% 8180.6111847.67 6.95% 12733 12733 11495.14 9.72% 11998.1 5.77% 12314.58

11269.5 85.60% 6072 6072 8065.745 32.84% 8214.283 35.28% 7620.4310717.54 18.20% 13102 13102 11722.99 10.53% 12207.71 6.83% 12495.6813396.56 0.72% 13494 13494 11969.99 11.29% 12430.39 7.88% 12682.569340.742 8.02% 10155 10155 10022.18 1.31% 10533.65 3.73% 10880.499237.503 18.60% 11348 11348 10678.76 5.90% 11211.34 1.20% 11584.6

13617.3 6.14% 14508 14508 12633.31 12.92% 13006.4 10.35% 13141.8611418.09 39.45% 18857 18857 15921.34 15.57% 15476.87 17.93% 14803.8611802.33 3.27% 12201 12201 11174.42 8.41% 11695.9 4.14% 12044.0410779.26 0.76% 10862 10862 10406.25 4.20% 10935.27 0.67% 11307.13

10491.4 15.59% 12429 12429 11310.77 9.00% 11825.41 4.86% 12161.412364.62 13.61% 14313 14313 12502.95 12.65% 12895.63 9.90% 13056.089397.027 39.49% 15530 15530 13339.07 14.11% 13586.95 12.51% 13573.388330.733 33.48% 6241 6241 8138.576 30.41% 8310.284 33.16% 7794.4538803.733 56.32% 5632 5632 7879.17 39.90% 7964.338 41.41% 7143.5829625.268 74.59% 5513 5513 7829.455 42.02% 7896.74 43.24% 7008.2069996.514 39.17% 7183 7183 8556.748 19.12% 8845.392 23.14% 8685.58211699.28 5.51% 12381 12381 11281.92 8.88% 11798.15 4.71% 12136.8710311.52 0.25% 10286 10286 10092.26 1.88% 10608.07 3.13% 10961.74

12097 8.58% 11141 11141 10561.83 5.20% 11093.76 0.42% 11467.911258.43 8.60% 12318 12318 11244.18 8.72% 11762.36 4.51% 12104.5413446.16 25.49% 18046 18046 15249.14 15.50% 15016.18 16.79% 14525.211108.69 17.54% 13472 13472 11955.99 11.25% 12417.89 7.82% 12672.21

13227.5 45.47% 9093 9093 9471.745 4.17% 9930.378 9.21% 10180.268698.003 3.14% 8433 8433 9145.004 8.44% 9555.462 13.31% 9702.597

12491.4 32.58% 18529 18529 15645.98 15.56% 15290.55 17.48% 14692.63

0 5000 10000 15000 20000 25000 300000

5000

10000

15000

20000

25000f(x) = 5,839.56589449 exp( 0.00005319 x )

f(x) = 0.56805557 x + 4,765.04918742

f(x) = 6,339.09200953 ln(x) − 47,602.21073974f(x) = − 0.00001206 x² + 0.88485451 x + 2,864.17821379

Column D Exponential (Column D)Linear (Column D) Logarithmic (Column D)Polynomial (Column D)

Page 63: Correlação Dados Históricos Reservatórios

13151.37 13.82% 15260 15260 13148.87 13.83% 13433.58 11.97% 13462.213155.29 2.77% 13530 13530 11992.93 11.36% 12450.84 7.98% 12699.4512176.27 12.57% 10817 10817 10381.37 4.03% 10909.71 0.86% 11280.829170.691 35.72% 6757 6757 8365.041 23.80% 8603.401 27.33% 8298.02211314.09 14.68% 13261 13261 11822.55 10.85% 12298.03 7.26% 12572.148010.667 63.65% 4895 4895 7576.274 54.78% 7545.681 54.15% 6254.52210688.67 8.01% 11620 11620 10834.38 6.76% 11365.85 2.19% 11734.75

12076.1 29.21% 9346 9346 9600.068 2.72% 10074.1 7.79% 10354.2312898.66 2.83% 12544 12544 11380.16 9.28% 11890.74 5.21% 12219.7912056.87 46.93% 8206 8206 9035.25 10.11% 9426.513 14.87% 9529.62211077.21 3.56% 11486 11486 10757.43 6.34% 11289.74 1.71% 11661.2313557.21 50.85% 8987 8987 9418.492 4.80% 9870.165 9.83% 10105.9313518.06 16.94% 11560 11560 10799.86 6.58% 11331.77 1.97% 11701.9412785.39 6.50% 12005 12005 11058.53 7.88% 11584.56 3.50% 11941.3813352.52 0.83% 13464 13464 11950.9 11.24% 12413.35 7.80% 12668.4513085.16 44.97% 9026 9026 9438.05 4.57% 9892.319 9.60% 10133.3813561.88 28.82% 19052 19052 16087.34 15.56% 15587.64 18.18% 14869.0814533.59 30.08% 20786 20786 17641.67 15.13% 16572.65 20.27% 15421.2613504.55 41.56% 9540 9540 9699.643 1.67% 10184.3 6.75% 10484.4712771.01 18.20% 15613 15613 13398.09 14.19% 13634.1 12.67% 13607.1711584.29 10.11% 10521 10521 10219.2 2.87% 10741.56 2.10% 11104.9412364.21 7.13% 11541 11541 10788.95 6.52% 11320.98 1.91% 11691.5111696.94 20.54% 14720 14720 12776.57 13.20% 13126.83 10.82% 13233.8212756.21 1.55% 12561 12561 11390.46 9.32% 11900.4 5.26% 12228.3714107.63 50.67% 9363 9363 9608.753 2.62% 10083.75 7.70% 10365.7511227.64 19.67% 13977 13977 12281.49 12.13% 12704.76 9.10% 12905.4911893.54 3.46% 11496 11496 10763.15 6.37% 11295.42 1.74% 11666.7410965.08 11.68% 12415 12415 11302.35 8.96% 11817.46 4.81% 12154.2612963.83 3.26% 12555 12555 11386.82 9.30% 11896.99 5.24% 12225.3411427.91 6.55% 12229 12229 11191.08 8.49% 11711.8 4.23% 12058.5712051.61 4.08% 11579 11579 10810.78 6.63% 11342.56 2.04% 11712.3514149.59 28.83% 10983 10983 10473.44 4.64% 11004 0.19% 11377.3610591.48 13.90% 12301 12301 11234.02 8.67% 11752.7 4.46% 12095.7813198.08 2.99% 13605 13605 12040.87 11.50% 12493.45 8.17% 12734.4912083.08 17.11% 14577 14577 12679.76 13.02% 13045.6 10.51% 13171.9310683.76 33.25% 8018 8018 8945.35 11.57% 9319.719 16.23% 9382.70412667.19 5.60% 11996 11996 11053.24 7.86% 11579.44 3.47% 11936.62

12504.1 15.14% 10860 10860 10405.14 4.19% 10934.13 0.68% 11305.9710815.83 21.41% 13763 13763 12142.48 11.77% 12583.2 8.57% 12807.6813409.29 15.21% 11639 11639 10845.33 6.82% 11376.65 2.25% 11745.1111824.36 16.89% 14227 14227 12445.89 12.52% 12846.78 9.70% 13017.8714530.01 23.16% 11797.58 11797.58 10937.2 7.29% 11466.73 2.80% 11830.910609.19 30.12% 15180.99 15180.99 13093.73 13.75% 13388.69 11.81% 13429.2911818.33 8.37% 10905.87 10905.87 10430.56 4.36% 10960.19 0.50% 11332.6913803.09 9.26% 12633.63 12633.63 11434.55 9.49% 11941.65 5.48% 12264.9213701.86 37.44% 21903.48 21903.48 18722.06 14.52% 17207.44 21.44% 15753.22

Page 64: Correlação Dados Históricos Reservatórios

MAR ABR

POLI EXP LINEAR

EPM Y EPM MAR ABR Y EPM Y EPM19.76% 15437.89 17.10% 18622 13889 9915.347 46.75% 10186.16 45.30%

5.25% 10882.91 2.76% 10591 7634 6670.564 37.02% 6672.471 37.00%15.79% 9361.904 13.11% 8277 7296 6529.206 21.12% 6482.603 21.68%22.43% 8354.508 22.09% 6843 5378 5781.954 15.51% 5405.185 21.01%

0.76% 11784.44 2.33% 12065 10914 8211.684 31.94% 8514.98 29.42%3.84% 11091.16 1.53% 10924 7457 6596.162 39.62% 6573.043 39.83%

18.13% 9021.162 15.89% 7784 7039 6423.732 17.48% 6338.236 18.57%17.02% 9184.316 14.53% 8019 6317 6136.448 23.48% 5932.659 26.02%23.33% 8202.818 23.67% 6633 5736 5914.625 10.83% 5606.288 15.48%

3.29% 12175.75 4.38% 12733 7315 6537.072 48.66% 6493.276 49.00%25.50% 7792.372 28.33% 6072 6413 6173.893 1.68% 5986.586 1.41%

4.63% 12387.29 5.45% 13102 9497 7506.45 42.71% 7718.994 41.09%6.01% 12608.42 6.56% 13494 8087 6864.828 49.13% 6926.94 48.67%7.14% 10606.2 4.44% 10155 6397 6167.637 39.27% 5977.598 41.14%2.08% 11352.46 0.04% 11348 11518 8532.083 24.81% 8854.271 21.98%9.42% 13163.23 9.27% 14508 9602 7556.564 47.91% 7777.976 46.39%

21.49% 15261.51 19.07% 18857 12082 8842.54 53.11% 9171.092 51.37%1.29% 11864.98 2.75% 12201 8660 7118.678 41.65% 7248.817 40.59%4.10% 11052.59 1.75% 10862 7280 6522.589 39.95% 6473.615 40.40%2.15% 11999.01 3.46% 12429 8536 7062.959 43.17% 7179.161 42.24%8.78% 13058.47 8.77% 14313 9777 7640.831 46.62% 7876.281 44.97%

12.60% 13697.33 11.80% 15530 8999 7273.259 53.17% 7439.247 52.10%24.89% 7916.817 26.85% 6241 7233 6503.191 4.20% 6447.213 3.30%26.84% 7465.143 32.55% 5632 4610 5507.295 2.21% 4973.768 11.69%27.12% 7375.84 33.79% 5513 5539 5841.247 5.95% 5495.625 0.32%20.92% 8597.847 19.70% 7183 5467 5814.656 19.05% 5455.18 24.05%

1.97% 11970.89 3.31% 12381 11625 8590.132 30.62% 8914.377 28.00%6.57% 10689.82 3.93% 10286 8408 7005.901 31.89% 7107.258 30.90%2.93% 11225.43 0.76% 11141 8751 7159.848 35.73% 7299.935 34.48%1.73% 11933.91 3.12% 12318 8163 6897.97 44.00% 6969.632 43.42%

19.51% 14904.83 17.41% 18046 10723 8112.891 55.04% 8407.687 53.41%5.94% 12596.11 6.50% 13472 8234 6929.076 48.57% 7009.515 47.97%

11.96% 9913.008 9.02% 9093 6063 6038.467 33.59% 5789.977 36.32%15.06% 9468.503 12.28% 8433 5760 5923.628 29.76% 5619.77 33.36%20.70% 15119.16 18.40% 18529 11058 8286.961 55.28% 8595.87 53.61%

0 5000 10000 15000 20000 25000 300000

5000

10000

15000

20000

25000f(x) = 5,839.56589449 exp( 0.00005319 x )

f(x) = 0.56805557 x + 4,765.04918742

f(x) = 6,339.09200953 ln(x) − 47,602.21073974f(x) = − 0.00001206 x² + 0.88485451 x + 2,864.17821379

Column D Exponential (Column D)Linear (Column D) Logarithmic (Column D)Polynomial (Column D)

4000 6000 8000 10000 12000 14000 16000 18000 20000 22000 240000

2000

4000

6000

8000

10000

12000

14000

16000

18000

f(x) = 4,112.11636347 exp( 0.00006337 x )

f(x) = 0.56174041 x + 2,384.14483817f(x) = 6,234.00018470 ln(x) − 49,158.38720437f(x) = − 0.00000253 x² + 0.62548911 x + 2,013.26848227

Column E Exponential (Column E)Linear (Column E) Logarithmic (Column E)Polynomial (Column E)

Page 65: Correlação Dados Históricos Reservatórios

11.78% 13558.67 11.15% 15260 10328 7912.337 48.15% 8185.8 46.36%6.14% 12628.55 6.66% 13530 9680 7594.007 43.87% 7821.792 42.19%4.29% 11024.54 1.92% 10817 6657 6270.098 42.03% 6123.651 43.39%

22.81% 8292.516 22.72% 6757 5021 5652.617 16.34% 5204.643 22.97%5.19% 12477.43 5.91% 13261 7124 6458.426 51.30% 6385.984 51.84%

27.77% 6906.571 41.09% 4895 4151 5349.412 9.28% 4715.929 3.66%0.99% 11517.79 0.88% 11620 7742 6716.374 42.20% 6733.139 42.06%

10.79% 10080.62 7.86% 9346 10809 8157.226 12.72% 8455.997 9.52%2.58% 12066.13 3.81% 12544 12911 9319.49 25.71% 9636.775 23.18%

16.13% 9313.193 13.49% 8206 7806 6743.668 17.82% 6769.09 17.51%1.53% 11436.56 0.43% 11486 9211 7371.63 35.82% 7558.336 34.20%

12.45% 9842.326 9.52% 8987 9935 7717.718 14.12% 7965.036 11.37%1.23% 11481.48 0.68% 11560 7762 6724.891 41.83% 6744.374 41.66%0.53% 11748.77 2.13% 12005 8648 7113.267 40.75% 7242.076 39.67%5.91% 12591.63 6.48% 13464 11052 8283.81 38.47% 8592.5 36.18%

12.27% 9868.363 9.33% 9026 8436 7018.343 22.24% 7122.987 21.08%21.96% 15344.9 19.46% 19052 14568 10351.3 45.67% 10567.58 44.53%25.81% 16046.15 22.80% 20786 16647 11808.96 43.19% 11735.44 43.54%

9.90% 10208.09 7.00% 9540 9922 7711.363 19.17% 7957.733 16.59%12.85% 13739.6 12.00% 15613 11826 8700.247 44.28% 9027.287 42.18%

5.55% 10838.79 3.02% 10521 7424 6582.382 37.44% 6554.506 37.70%1.30% 11469.96 0.62% 11541 9277 7402.526 35.86% 7595.411 34.19%

10.10% 13276.1 9.81% 14720 10573 8036.14 45.41% 8323.426 43.45%2.65% 12076.02 3.86% 12561 8738 7153.952 43.05% 7292.633 41.94%

10.71% 10091.82 7.78% 9363 7988 6821.896 27.14% 6871.327 26.61%7.67% 12875.79 7.88% 13977 15719 11134.53 20.34% 11214.14 19.77%1.49% 11442.64 0.46% 11496 10645 8072.89 29.78% 8363.872 27.25%2.10% 11990.81 3.42% 12415 10543 8020.877 35.39% 8306.574 33.09%2.63% 12072.53 3.84% 12555 9538 7525.979 40.06% 7742.025 38.34%1.39% 11881.51 2.84% 12229 10219 7857.872 35.74% 8124.57 33.56%1.15% 11492.99 0.74% 11579 7660 6681.564 42.30% 6687.076 42.25%3.59% 11127.78 1.32% 10983 8651 7114.619 35.22% 7243.761 34.05%1.67% 11923.92 3.07% 12301 9306 7416.143 39.71% 7611.701 38.12%6.40% 12670.37 6.87% 13605 7900 6783.959 50.14% 6821.894 49.86%9.64% 13200.09 9.45% 14577 9183 7358.562 49.52% 7542.607 48.26%

17.02% 9183.624 14.54% 8018 6495 6206.058 22.60% 6032.649 24.76%0.49% 11743.41 2.11% 11996 7679 6689.613 44.23% 6697.749 44.17%4.11% 11051.35 1.76% 10860 10030 7764.32 28.51% 8018.401 26.17%6.94% 12758.02 7.30% 13763 10386 7941.472 42.30% 8218.381 40.29%0.91% 11529.28 0.94% 11639 8522 7056.696 39.37% 7171.297 38.39%8.50% 13011.97 8.54% 14227 12165 8889.172 37.52% 9217.717 35.21%0.28% 11624.78 1.46% 11797.58 8165.574 6899.095 41.52% 6971.077 40.91%

11.54% 13517.77 10.96% 15180.99 12621.22 9149.913 39.73% 9473.993 37.59%3.91% 11079.9 1.60% 10905.87 10737.95 8120.579 25.54% 8416.083 22.83%2.92% 12118.22 4.08% 12633.63 10387.43 7942.193 37.13% 8219.186 34.94%

28.08% 16459.64 24.85% 21903.48 13428.38 9630.105 56.03% 9927.407 54.68%

Page 66: Correlação Dados Históricos Reservatórios

MAR MAI

LOG POLI EXP LINEAR

Y EPM Y EPM MAR MAI Y EPM Y10306.82 44.65% 10212.64 45.16% 18622 9240 5531.73 70.29% 5643.8496575.864 37.91% 6640.809 37.30% 10591 5746 4623.669 56.34% 4485.796293.553 23.96% 6442.161 22.17% 8277 5487 4562.618 44.88% 4399.9464392.122 35.82% 5303.974 22.49% 6843 4144 4258.742 37.76% 3954.819

8804.11 27.03% 8538.495 29.23% 12065 7170 4974.218 58.77% 4957.7646429.622 41.14% 6536.855 40.16% 10924 5326 4525.075 58.58% 4346.5846070.001 22.02% 6290.731 19.18% 7784 5672 4606.143 40.83% 4461.2635395.346 32.72% 5863.525 26.88% 8019 5220 4500.526 43.88% 4311.4514793.876 27.73% 5517.833 16.81% 6633 5295 4517.881 31.89% 4336.3096309.766 50.45% 6453.343 49.32% 12733 5950 4672.33 63.31% 4553.4045489.372 9.60% 5920.48 2.50% 6072 3799 4184.003 31.09% 3840.4727937.145 39.42% 7725.35 41.04% 13102 6470 4798.696 63.37% 4725.7546935.228 48.61% 6906.138 48.82% 13494 5447 4553.262 66.26% 4386.689

5473.8 46.10% 5910.991 41.79% 10155 4702 4382.461 56.84% 4139.7649139.902 19.46% 8882.011 21.73% 11348 6469 4798.45 57.72% 4725.4238005.691 44.82% 7785.953 46.33% 14508 6550 4818.438 66.79% 4752.2699437.923 49.95% 9201.112 51.21% 18857 7316 5011.628 73.42% 5006.1547361.988 39.66% 7240.265 40.66% 12201 5242 4505.61 63.07% 4318.7436279.867 42.18% 6432.743 40.78% 10862 5648 4600.473 57.65% 4453.308

7272.08 41.49% 7168.099 42.33% 12429 5834 4644.597 62.63% 4514.9578118.285 43.28% 7886.833 44.90% 14313 5892 4658.443 67.45% 4534.187601.366 51.05% 7437.161 52.11% 15530 5214 4499.14 71.03% 4309.4636239.489 0.02% 6405.071 2.63% 6241 4423 4320.159 30.78% 4047.2923431.533 39.07% 4843.005 14.01% 5632 5245 4506.303 19.99% 4319.7374576.009 17.00% 5400.231 2.05% 5513 3462 4112.264 25.41% 3728.7764494.444 37.43% 5357.201 25.42% 7183 6008 4686.258 34.76% 4572.6289197.548 25.71% 8942.674 27.77% 12381 7164 4972.687 59.84% 4955.7757177.892 30.22% 7093.524 31.04% 10286 6950 4918.373 52.18% 4884.8467427.154 33.33% 7293.176 34.54% 11141 5523 4571.055 58.97% 4411.8786993.541 43.23% 6950.551 43.57% 12318 6224 4738.494 61.53% 4644.2198694.046 51.82% 8429.482 53.29% 18046 8577 5346.678 70.37% 5424.1037047.528 47.69% 6992.015 48.10% 13472 5975 4678.328 65.27% 4561.695139.505 43.48% 5712.606 37.18% 9093 4424 4320.38 52.49% 4047.6234819.905 42.84% 5532.146 34.40% 8433 4538 4345.731 48.47% 4085.4088885.824 52.04% 8620.56 53.48% 18529 7782 5132.927 72.30% 5160.606

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f(x) = 4,112.11636347 exp( 0.00006337 x )

f(x) = 0.56174041 x + 2,384.14483817f(x) = 6,234.00018470 ln(x) − 49,158.38720437f(x) = − 0.00000253 x² + 0.62548911 x + 2,013.26848227

Column E Exponential (Column E)Linear (Column E) Logarithmic (Column E)Polynomial (Column E)

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f(x) = 3,442.86433135 exp( 0.00005132 x )f(x) = 0.33144230 x + 2,581.32238339f(x) = 3,686.70754893 ln(x) − 27,909.30827807f(x) = − 0.00000039 x² + 0.34126484 x + 2,524.17692948

Column F Exponential (Column F)Linear (Column F) Logarithmic (Column F)Polynomial (Column F)

Page 67: Correlação Dados Históricos Reservatórios

8460.07 44.56% 8203.451 46.24% 15260 8002 5191.208 65.98% 5233.5248056.127 40.46% 7830.936 42.12% 13530 6791 4878.403 63.94% 4832.1475722.161 47.10% 6065.031 43.93% 10817 5134 4480.706 58.58% 4282.9473963.925 41.34% 5090.067 24.67% 6757 3536 4127.91 38.91% 3753.3026144.829 53.66% 6340.852 52.18% 13261 5303 4519.737 65.92% 4338.961

2777.72 43.25% 4566.08 6.72% 4895 3311 4080.519 16.64% 3678.7286663.44 42.66% 6704.161 42.30% 11620 5083 4468.994 61.54% 4266.044

8743.844 6.44% 8478.589 9.28% 9346 6597 4830.074 48.32% 4767.8479851.63 21.46% 9667.223 22.93% 12544 7789 5134.771 59.07% 5162.926

6714.762 18.17% 6741.674 17.84% 8206 5239 4504.916 45.10% 4317.7497746.525 32.56% 7559.997 34.18% 11486 6829 4887.926 57.44% 4844.7428218.223 8.55% 7977.781 11.23% 8987 6867 4897.467 45.50% 4857.3376679.523 42.22% 6715.886 41.90% 11560 6571 4823.634 58.27% 4759.237353.344 38.75% 7233.285 39.75% 12005 7286 5003.918 58.32% 4996.211

8882.44 34.03% 8617.143 36.00% 13464 7884 5159.866 61.68% 5194.4137198.617 20.25% 7109.844 21.23% 9026 6148 4720.049 47.71% 4619.0310604.37 44.34% 10588.46 44.42% 19052 9418 5582.493 70.70% 5702.846

11436 44.98% 11724.67 43.59% 20786 13015 6714.26 67.70% 6895.0448210.061 13.94% 7970.303 16.45% 9540 8376 5291.809 44.53% 5357.4839304.414 40.41% 9056.471 41.99% 15613 8348 5284.21 66.16% 5348.2036401.973 39.15% 6517.457 38.05% 10521 6524 4812.013 54.26% 4743.6527791.034 32.49% 7598.192 34.16% 11541 8067 5208.554 54.87% 5255.0678606.225 41.53% 8343.74 43.32% 14720 7916 5168.347 64.89% 5205.027417.886 40.95% 7285.62 42.00% 12561 6523 4811.766 61.69% 4743.3216858.441 26.75% 6848.241 26.86% 9363 6787 4877.402 47.91% 4830.82111078.42 20.74% 11220.2 19.72% 13977 9336 5559.05 60.23% 5675.6688648.534 24.77% 8384.911 27.06% 11496 9892 5719.957 50.24% 5859.958588.512 30.82% 8326.578 32.93% 12415 6876 4899.73 60.53% 4860.32

7964 36.57% 7749.021 38.28% 12555 6797 4879.905 61.13% 4834.1368393.928 31.36% 8140.939 33.43% 12229 7609 5087.557 58.40% 5103.267

6597.06 43.03% 6656.066 42.52% 11579 5814 4639.832 59.93% 4508.3287355.506 33.03% 7235.03 34.13% 10983 6762 4871.148 55.65% 4822.5357810.491 36.51% 7614.968 38.09% 12301 6923 4911.563 60.07% 4875.8976789.383 50.10% 6796.735 50.04% 13605 5893 4658.682 65.76% 4534.5127727.545 46.99% 7543.786 48.25% 14577 6222 4738.008 67.50% 4643.5565568.578 30.55% 5969.092 25.55% 8018 5218 4500.064 43.88% 4310.7886612.503 44.88% 6667.213 44.42% 11996 6155 4721.745 60.64% 4621.35

8277.55 23.78% 8032.404 26.04% 10860 6289 4754.328 56.22% 4665.7638494.981 38.28% 8236.69 40.15% 13763 8130 5225.421 62.03% 5275.9487261.848 37.61% 7159.947 38.48% 11639 6805 4881.909 58.06% 4836.7879480.603 33.36% 9247.936 35.00% 14227 7226 4988.534 64.94% 4976.3246995.506 40.70% 6952.054 41.07% 11797.58 6797.939 4880.141 58.63% 4834.4479710.116 36.04% 9504.686 37.39% 15180.99 8653.89 5367.818 64.64% 5449.588

8702.73 20.20% 8438.019 22.63% 10905.87 6788.999 4877.902 55.27% 4831.4848495.841 32.75% 8237.511 34.80% 12633.63 6617.256 4835.098 61.73% 4774.56110096.57 53.90% 9956.359 54.54% 21903.48 8574.55 5346.006 75.59% 5423.291

Page 68: Correlação Dados Históricos Reservatórios

MAR JUN

LOG POLI EXP

EPM Y EPM Y EPM MAR JUN Y EPM69.69% 5755.114 69.10% 5644.167 69.69% 18622 7058 4253.694 77.16%57.65% 4003.788 62.20% 4472.208 57.77% 10591 5511 3942.804 62.77%46.84% 3833.749 53.68% 4384.955 47.02% 8277 4309 3717.019 55.09%42.21% 2798.815 59.10% 3931.681 42.54% 6843 3125 3507.259 48.75%

58.91% 4820.031 60.05% 4950.996 58.96% 12065 5601 3960.251 67.18%60.21% 3723.954 65.91% 4330.691 60.36% 10924 3935 3649.439 66.59%42.69% 3956 49.18% 4447.284 42.87% 7784 5034 3851.607 50.52%46.23% 3649.84 54.49% 4294.953 46.44% 8019 4311 3717.384 53.64%34.63% 3702.433 44.18% 4320.24 34.87% 6633 4324 3719.755 43.92%64.24% 4132.407 67.55% 4540.896 64.34% 12733 4437 3740.434 70.62%36.75% 2478.353 59.18% 3815.013 37.17% 6072 3549 3580.979 41.02%63.93% 4441.298 66.10% 4715.835 64.01% 13102 6761 4192.164 68.00%67.49% 3806.774 71.79% 4371.475 67.60% 13494 5046 3853.875 71.44%59.23% 3264.544 67.85% 4120.182 59.43% 10155 3613 3592.241 64.63%58.36% 4440.728 60.87% 4715.498 58.45% 11348 5025 3849.907 66.07%67.24% 4486.603 69.07% 4742.73 67.31% 14508 5635 3966.863 72.66%73.45% 4894.348 74.04% 4999.996 73.48% 18857 5619 3963.75 78.98%64.60% 3665.345 69.96% 4302.371 64.74% 12201 4799 3807.456 68.79%59.00% 3940.368 63.72% 4439.2 59.13% 10862 4511 3754.038 65.44%63.67% 4059.822 67.34% 4501.842 63.78% 12429 4526 3756.802 69.77%68.32% 4096.293 71.38% 4521.37 68.41% 14313 4995 3844.245 73.14%72.25% 3645.6 76.53% 4292.929 72.36% 15530 4781 3804.096 75.50%35.15% 3039.029 51.31% 4025.962 35.49% 6241 3621 3593.651 42.42%23.30% 3667.454 34.88% 4303.382 23.59% 5632 4563 3763.627 33.17%32.36% 2135.89 61.26% 3700.961 32.87% 5513 3707 3608.845 34.54%36.34% 4168.171 41.97% 4560.419 36.51% 7183 7356 4316.34 39.91%59.97% 4816.945 61.09% 4948.982 60.03% 12381 5391 3919.66 68.34%52.51% 4705.139 54.26% 4877.13 52.58% 10286 6615 4162.244 59.53%60.40% 3857.858 65.37% 4397.086 60.53% 11141 4650 3779.726 66.07%62.30% 4298.388 65.10% 4633.101 62.39% 12318 4848 3816.62 69.02%69.94% 5480.61 69.63% 5422.515 69.95% 18046 6032 4044.882 77.59%66.14% 4147.865 69.21% 4549.311 66.23% 13472 5270 3896.461 71.08%55.49% 3039.863 66.57% 4026.3 55.72% 9093 3989 3659.12 59.76%51.55% 3133.66 62.84% 4064.805 51.80% 8433 3316 3540.278 58.02%72.15% 5122.001 72.36% 5156.282 72.17% 18529 5914 4021.533 78.30%

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f(x) = 3,442.86433135 exp( 0.00005132 x )f(x) = 0.33144230 x + 2,581.32238339f(x) = 3,686.70754893 ln(x) − 27,909.30827807f(x) = − 0.00000039 x² + 0.34126484 x + 2,524.17692948

Column F Exponential (Column F)Linear (Column F) Logarithmic (Column F)Polynomial (Column F)

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f(x) = 3,008.74309722 exp( 0.00004906 x )f(x) = 0.30522619 x + 1,973.50099827f(x) = 3,227.31617377 ln(x) − 24,539.23046170

f(x) = 0.00001471 x² − 0.06619258 x + 4,134.33639164

Column G Exponential (Column G)Linear (Column G) Logarithmic (Column G)Polynomial (Column G)

Page 69: Correlação Dados Históricos Reservatórios

65.70% 5224.78 65.76% 5230.006 65.73% 15260 6170 4072.36 73.31%64.29% 4619.816 65.86% 4823.721 64.35% 13530 5886 4016.013 70.32%60.41% 3588.595 66.82% 4265.951 60.56% 10817 4166 3691.033 65.88%44.45% 2213.863 67.24% 3726.013 44.86% 6757 3163 3513.804 48.00%67.28% 3707.999 72.04% 4322.937 67.40% 13261 3995 3660.198 72.40%24.85% 1971.477 59.72% 3649.829 25.44% 4895 3155 3512.425 28.24%63.29% 3551.789 69.43% 4248.75 63.44% 11620 4437 3740.434 67.81%48.99% 4512.963 51.71% 4758.528 49.08% 9346 5331 3908.139 58.18%58.84% 5125.316 59.14% 5158.628 58.88% 12544 6473 4133.348 67.05%47.38% 3663.235 55.36% 4301.359 47.58% 8206 4041 3668.467 55.30%57.82% 4640.388 59.60% 4836.487 57.89% 11486 6880 4216.71 63.29%45.95% 4660.845 48.14% 4849.252 46.04% 8987 6098 4058 54.85%58.83% 4498.404 61.09% 4749.789 58.91% 11560 6698 4179.227 63.85%58.38% 4879.199 59.36% 4989.929 58.43% 12005 5959 4030.421 66.43%61.42% 5170.009 61.60% 5190.468 61.45% 13464 6437 4126.055 69.35%48.83% 4253.094 52.88% 4607.532 48.95% 9026 5981 4034.774 55.30%70.07% 5825.459 69.42% 5703.617 70.06% 19052 8984 4675.226 75.46%66.83% 7018.035 66.24% 6899.677 66.81% 20786 17548 7116.58 65.76%43.84% 5393.185 43.47% 5355.25 43.87% 9540 5996 4037.744 57.68%65.75% 5380.84 65.54% 5345.877 65.76% 15613 6676 4174.719 73.26%54.91% 4471.94 57.50% 4733.989 55.00% 10521 5188 3880.817 63.11%54.47% 5254.606 54.47% 5251.781 54.49% 11541 7136 4270.003 63.00%64.64% 5184.943 64.78% 5201.191 64.67% 14720 7200 4283.431 70.90%62.24% 4471.375 64.40% 4733.653 62.31% 12561 5709 3981.29 68.30%48.41% 4617.643 50.68% 4822.377 48.50% 9363 4998 3844.81 58.94%59.39% 5793.22 58.55% 5676.233 59.39% 13977 6644 4168.17 70.18%49.03% 6006.49 47.75% 5861.807 49.01% 11496 6276 4093.593 64.39%60.85% 4665.674 62.42% 4852.275 60.92% 12415 6598 4158.774 66.50%61.50% 4623.071 63.18% 4825.736 61.56% 12555 5577 3955.591 68.49%58.27% 5039.118 58.79% 5098.281 58.31% 12229 5470 3934.881 67.82%61.06% 4047.162 65.05% 4495.108 61.18% 11579 4513 3754.406 67.58%56.09% 4604.038 58.08% 4813.977 56.17% 10983 8615 4591.351 58.20%60.36% 4690.788 61.87% 4868.062 60.43% 12301 5558 3951.906 67.87%66.67% 4096.919 69.89% 4521.707 66.76% 13605 5397 3920.814 71.18%68.14% 4297.204 70.52% 4632.429 68.22% 14577 5347 3911.208 73.17%46.24% 3648.427 54.50% 4294.278 46.44% 8018 4676 3784.55 52.80%61.48% 4257.289 64.51% 4609.887 61.57% 11996 4951 3835.955 68.02%57.04% 4336.691 60.07% 4654.966 57.14% 10860 5429 3926.974 63.84%61.67% 5283.286 61.61% 5272.882 61.69% 13763 7170 4277.132 68.92%58.44% 4627.408 60.24% 4828.424 58.52% 11639 6698 4179.227 64.09%65.02% 4848.714 65.92% 4969.793 65.07% 14227 5931 4024.889 71.71%59.02% 4623.581 60.81% 4826.052 59.09% 11797.58 5986.074 4035.778 65.79%64.10% 5513.513 63.68% 5448.238 64.11% 15180.99 6751.684 4190.249 72.40%55.70% 4618.729 57.65% 4823.048 55.78% 10905.87 5912.832 4021.303 63.13%62.21% 4524.266 64.19% 4765.336 62.28% 12633.63 5709.723 3981.432 68.49%75.24% 5479.557 74.98% 5421.695 75.25% 21903.48 7191.546 4281.655 80.45%

Page 70: Correlação Dados Históricos Reservatórios

MAR JUL

LINEAR LOG POLI EXP

Y EPM Y EPM Y EPM MAR JUL Y4127.787 77.83% 4060.978 78.19% 4399.933 76.37% 18622 5639 3372.1493655.603 65.48% 3262.489 69.20% 4216.308 60.19% 10591 4445 3191.5893288.721 60.27% 2468.44 70.18% 4122.24 50.20% 8277 3856 3106.1122927.333 57.22% 1431.595 79.08% 4071.137 40.51% 6843 2677 2941.83

3683.073 69.47% 3314.769 72.53% 4225.062 64.98% 12065 4287 3168.4313174.566 70.94% 2175.415 80.09% 4101.642 62.45% 10924 3340 3033.113

3510.01 54.91% 2970.316 61.84% 4173.891 46.38% 7784 3585 3067.5573289.331 58.98% 2469.937 69.20% 4122.361 48.59% 8019 3852 3105.543293.299 50.35% 2479.655 62.62% 4123.152 37.84% 6633 3569 3065.296

3327.79 73.86% 2562.911 79.87% 4130.235 67.56% 12733 3563 3064.4483056.749 49.66% 1842.211 69.66% 4084.697 32.73% 6072 3363 3036.334037.135 69.19% 3922.232 70.06% 4359.219 66.73% 13102 4978 3270.9643513.672 73.96% 2978 77.93% 4174.876 69.06% 13494 3965 3121.7563076.283 69.71% 1899.892 81.29% 4087.204 59.75% 10155 3090 2998.3643507.263 69.09% 2964.541 73.88% 4173.155 63.23% 11348 4833 3249.1773693.451 74.54% 3334.3 77.02% 4228.431 70.85% 14508 5908 3414.2183688.567 80.44% 3325.124 82.37% 4226.841 77.58% 18857 4940 3265.243438.281 71.82% 2816.027 76.92% 4155.455 65.94% 12201 3699 3083.7173350.376 69.16% 2616.293 75.91% 4135.077 61.93% 10862 3714 3085.853354.955 73.01% 2627.006 78.86% 4136.078 66.72% 12429 3846 3104.6813498.106 75.56% 2945.216 79.42% 4170.719 70.86% 14313 4100 3141.243432.787 77.90% 2803.899 81.95% 4154.11 73.25% 15530 3874 3108.693078.725 50.67% 1907.03 69.44% 4087.525 34.51% 6241 2934 2976.8833366.248 40.23% 2653.282 52.89% 4138.576 26.52% 5632 3099 2999.6083104.974 43.68% 1982.784 64.03% 4091.103 25.79% 5513 2933 2976.7464218.745 41.27% 4194.442 41.61% 4443.393 38.14% 7183 4713 3231.2563618.975 70.77% 3191.439 74.22% 4205.007 66.04% 12381 5320 3322.9323992.572 61.18% 3851.777 62.55% 4340.156 57.81% 10286 5102 3289.7123392.803 69.55% 2714.236 75.64% 4144.608 62.80% 11141 3758 3092.1143453.238 71.97% 2848.812 76.87% 4159.165 66.24% 12318 4248 3162.7413814.625 78.86% 3554.021 80.31% 4270.286 76.34% 18046 4622 3217.7323582.043 73.41% 3118.177 76.85% 4194.041 68.87% 13472 4188 3154.0073191.048 64.91% 2219.403 75.59% 4104.361 54.86% 9093 3353 3034.9312985.631 64.60% 1623.055 80.75% 4076.591 51.66% 8433 3233 3018.1913778.609 79.61% 3490.261 81.16% 4257.362 77.02% 18529 5119 3292.29

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18000

20000

f(x) = 3,008.74309722 exp( 0.00004906 x )f(x) = 0.30522619 x + 1,973.50099827f(x) = 3,227.31617377 ln(x) − 24,539.23046170

f(x) = 0.00001471 x² − 0.06619258 x + 4,134.33639164

Column G Exponential (Column G)Linear (Column G) Logarithmic (Column G)Polynomial (Column G)

4000 6000 8000 10000 12000 14000 16000 18000 20000 22000 240000

2000

4000

6000

8000

10000

12000

f(x) = 2,600.35710414 exp( 0.00004609 x )f(x) = 0.22084862 x + 1,997.72392392f(x) = 2,431.43126191 ln(x) − 18,084.51313728f(x) = 0.00000209 x² + 0.16807531 x + 2,304.74782987

Column H Exponential (Column H)Linear (Column H) Logarithmic (Column H)Polynomial (Column H) Linear (Column H)

Page 71: Correlação Dados Históricos Reservatórios

3856.747 74.73% 3627.023 76.23% 4285.922 71.91% 15260 4961 3268.4023770.062 72.14% 3474.945 74.32% 4254.355 68.56% 13530 4666 3224.2643245.073 70.00% 2359.519 78.19% 4113.878 61.97% 10817 3573 3065.8612938.931 56.51% 1470.602 78.24% 4072.136 39.73% 6757 2627 2935.058

3192.88 75.92% 2224.253 83.23% 4104.669 69.05% 13261 3701 3084.0012936.49 40.01% 1462.429 70.12% 4071.923 16.81% 4895 2992 2984.8523327.79 71.36% 2562.911 77.94% 4130.235 64.46% 11620 4412 3186.738

3600.662 61.47% 3155.319 66.24% 4199.515 55.07% 9346 4592 3213.2863949.23 68.52% 3781.744 69.85% 4322.217 65.54% 12544 5418 3337.9753206.92 60.92% 2261.202 72.44% 4107.062 49.95% 8206 4003 3127.228

4073.457 64.54% 3978.542 65.36% 4375.22 61.91% 11486 5826 3401.3393834.77 57.33% 3589.141 60.06% 4277.694 52.40% 8987 4905 3259.977

4017.906 65.24% 3892.019 66.33% 4350.916 62.36% 11560 5424 3338.8983792.344 68.41% 3514.725 70.72% 4262.242 64.50% 12005 5371 3330.7523938.242 70.75% 3763.745 72.05% 4317.763 67.93% 13464 5978 3425.2513799.059 57.91% 3526.618 60.93% 4264.65 52.75% 9026 4531 3204.2644715.653 75.25% 4839.676 74.60% 4726.94 75.19% 19052 8069 3771.787

7329.61 64.74% 7000.347 66.32% 7502.473 63.91% 20786 10374 4194.5523803.637 60.13% 3534.702 62.95% 4266.3 55.28% 9540 5128 3293.6564011.191 74.31% 3881.401 75.14% 4348.044 72.15% 15613 5783 3394.6043557.014 66.19% 3067.566 70.84% 4186.854 60.20% 10521 4552 3207.3674151.595 64.03% 4096.448 64.51% 4411.056 61.78% 11541 5358 3328.757

4171.13 71.66% 4125.263 71.98% 4420.316 69.97% 14720 5146 3296.393716.037 70.42% 3376.406 73.12% 4235.881 66.28% 12561 5087 3287.4383499.021 62.63% 2947.154 68.52% 4170.962 55.45% 9363 4840 3250.2264001.424 71.37% 3865.894 72.34% 4343.893 68.92% 13977 5650 3373.8593889.101 66.17% 3681.997 67.97% 4298.312 62.61% 11496 5218 3307.3473987.383 67.88% 3843.472 69.04% 4337.977 65.06% 12415 4815 3246.4833675.747 70.72% 3300.91 73.71% 4222.704 66.37% 12555 4864 3253.8233643.088 70.21% 3238.389 73.52% 4212.399 65.55% 12229 4918 3261.9313350.987 71.06% 2617.723 77.39% 4135.21 64.29% 11579 4049 3133.8654603.025 58.09% 4704.321 57.17% 4655.837 57.61% 10983 5602 3366.4033669.948 70.17% 3289.896 73.26% 4220.85 65.69% 12301 4198 3155.4613620.807 73.39% 3195.029 76.52% 4205.562 69.09% 13605 4501 3199.8373605.545 75.27% 3164.991 78.29% 4200.97 71.18% 14577 4768 3239.4583400.739 57.59% 2732.231 65.92% 4146.454 48.29% 8018 3999 3126.6523484.676 70.95% 2916.661 75.69% 4167.194 65.26% 11996 4606 3215.363630.574 66.57% 3214.108 70.40% 4208.54 61.25% 10860 4422 3188.2074161.973 69.76% 4111.788 70.12% 4415.961 67.91% 13763 5637 3371.8384017.906 65.48% 3892.019 66.56% 4350.916 62.62% 11639 5008 3275.493783.798 73.40% 3499.525 75.40% 4259.198 70.06% 14227 5214 3306.7373800.608 67.78% 3529.355 70.08% 4265.207 63.85% 11797.58 5469.824 3345.9584034.292 73.43% 3917.783 74.19% 4357.984 71.29% 15180.99 5397.145 3334.7683778.252 65.36% 3489.624 68.00% 4257.236 60.96% 10905.87 5470.617 3346.083716.258 70.58% 3376.815 73.27% 4235.955 66.47% 12633.63 4894.488 3258.3984168.549 80.97% 4121.472 81.18% 4419.086 79.82% 21903.48 5787.325 3395.281

Page 72: Correlação Dados Históricos Reservatórios

MAR AGO

LINEAR LOG POLI

EPM Y EPM Y EPM Y EPM MAR AGO81.89% 3243.089 82.58% 2916.882 84.34% 3318.983 82.18% 18622 460269.87% 2979.396 71.87% 2338.379 77.92% 3093.137 70.79% 10591 370862.47% 2849.316 65.58% 1992.752 75.92% 2983.922 63.95% 8277 333157.01% 2588.936 62.17% 1105.441 83.85% 2769.663 59.53% 6843 2309

73.74% 2944.502 75.59% 2250.379 81.35% 3063.697 74.61% 12065 428272.23% 2735.358 74.96% 1643.454 84.96% 2889.435 73.55% 10924 310560.59% 2789.466 64.16% 1815.569 76.68% 2934.159 62.31% 7784 298061.27% 2848.433 64.48% 1990.229 75.18% 2983.185 62.80% 8019 319653.79% 2785.933 58.00% 1804.694 72.79% 2931.231 55.81% 6633 301375.93% 2784.608 78.13% 1800.603 85.86% 2930.133 76.99% 12733 298749.99% 2740.438 54.87% 1660.14 72.66% 2893.623 52.34% 6072 314375.03% 3097.108 76.36% 2613.735 80.05% 3193.218 75.63% 13102 358676.87% 2873.389 78.71% 2060.53 84.73% 3004.024 77.74% 13494 325470.47% 2680.146 73.61% 1454.289 85.68% 2844.056 71.99% 10155 262871.37% 3065.085 72.99% 2541.86 77.60% 3165.874 72.10% 11348 331576.47% 3302.498 77.24% 3030.188 79.11% 3370.687 76.77% 14508 408482.68% 3088.716 83.62% 2595.103 86.24% 3186.043 83.10% 18857 420974.73% 2814.643 76.93% 1891.683 84.50% 2955.055 75.78% 12201 351671.59% 2817.956 74.06% 1901.523 82.49% 2957.809 72.77% 10862 316175.02% 2847.108 77.09% 1986.439 84.02% 2982.08 76.01% 12429 301278.05% 2903.203 79.72% 2141.937 85.04% 3028.99 78.84% 14313 348979.98% 2853.291 81.63% 2004.076 87.10% 2987.238 80.76% 15530 309752.30% 2645.694 57.61% 1328.331 78.72% 2815.872 54.88% 6241 254546.74% 2682.134 52.38% 1461.361 74.05% 2845.685 49.47% 5632 245046.00% 2645.473 52.01% 1327.502 75.92% 2815.692 48.93% 5513 239055.02% 3038.583 57.70% 2480.727 65.46% 3143.311 56.24% 7183 505773.16% 3172.639 74.37% 2775.291 77.58% 3258.06 73.68% 12381 488868.02% 3124.494 69.62% 2673.559 74.01% 3216.672 68.73% 10286 392372.25% 2827.673 74.62% 1930.159 82.68% 2965.891 73.38% 11141 356574.32% 2935.889 76.17% 2228.159 81.91% 3056.447 75.19% 12318 379382.17% 3018.486 83.27% 2433.321 86.52% 3126.24 82.68% 18046 386976.59% 2922.638 78.31% 2193.571 83.72% 3045.304 77.40% 13472 361566.62% 2738.229 69.89% 1652.899 81.82% 2891.801 68.20% 9093 300464.21% 2711.728 67.84% 1564.286 81.45% 2869.981 65.97% 8433 277182.23% 3128.248 83.12% 2681.647 85.53% 3219.892 82.62% 18529 4172

4000 6000 8000 10000 12000 14000 16000 18000 20000 22000 240000

2000

4000

6000

8000

10000

12000

f(x) = 2,600.35710414 exp( 0.00004609 x )f(x) = 0.22084862 x + 1,997.72392392f(x) = 2,431.43126191 ln(x) − 18,084.51313728f(x) = 0.00000209 x² + 0.16807531 x + 2,304.74782987

Column H Exponential (Column H)Linear (Column H) Logarithmic (Column H)Polynomial (Column H) Linear (Column H)

4000 6000 8000 10000 12000 14000 16000 18000 20000 22000 240000

1000

2000

3000

4000

5000

6000

7000

8000

9000

f(x) = 2,351.97963047 exp( 0.00004146 x )f(x) = 0.16038944 x + 2,051.24126609f(x) = 1,826.12862781 ln(x) − 13,096.39278111f(x) = − 0.00000253 x² + 0.22416152 x + 1,680.22885510

Column I Exponential (Column I)Linear (Column I) Logarithmic (Column I)Polynomial (Column I)

Page 73: Correlação Dados Históricos Reservatórios

78.58% 3093.354 79.73% 2605.417 82.93% 3190.008 79.10% 15260 421476.17% 3028.204 77.62% 2456.358 81.85% 3134.49 76.83% 13530 378571.66% 2786.816 74.24% 1807.417 83.29% 2931.963 72.89% 10817 343656.56% 2577.893 61.85% 1059.599 84.32% 2760.705 59.14% 6757 223676.74% 2815.085 78.77% 1892.997 85.73% 2955.422 77.71% 13261 292239.02% 2658.503 45.69% 1375.927 71.89% 2826.339 42.26% 4895 234172.58% 2972.108 74.42% 2320.261 80.03% 3086.98 73.43% 11620 367965.62% 3011.861 67.77% 2417.488 74.13% 3120.62 66.61% 9346 364373.39% 3194.282 74.54% 2819.673 77.52% 3276.731 73.88% 12544 459661.89% 2881.781 64.88% 2083.721 74.61% 3011.043 63.31% 8206 332270.39% 3284.388 71.41% 2996.205 73.91% 3354.894 70.79% 11486 538563.73% 3080.986 65.72% 2577.815 71.32% 3179.441 64.62% 8987 379771.12% 3195.607 72.36% 2822.365 75.59% 3277.876 71.64% 11560 441272.26% 3183.902 73.48% 2798.489 76.69% 3267.772 72.78% 12005 476374.56% 3317.957 75.36% 3058.827 77.28% 3384.191 74.86% 13464 473764.50% 2998.389 66.78% 2384.972 73.58% 3109.205 65.55% 9026 424380.20% 3779.751 80.16% 3788.119 80.12% 3797.025 80.07% 19052 632879.82% 4288.808 79.37% 4399.073 78.84% 4273.287 79.44% 20786 780265.48% 3130.236 67.19% 2685.918 71.85% 3221.597 66.23% 9540 526378.26% 3274.891 79.02% 2978.193 80.92% 3346.623 78.57% 15613 498769.51% 3003.027 71.46% 2396.215 77.22% 3113.133 70.41% 10521 505871.16% 3181.031 72.44% 2792.597 75.80% 3265.295 71.71% 11541 430877.61% 3134.211 78.71% 2694.438 81.70% 3225.009 78.09% 14720 445173.83% 3121.181 75.15% 2666.4 78.77% 3213.831 74.41% 12561 550565.29% 3066.631 67.25% 2545.379 72.81% 3167.192 66.17% 9363 444575.86% 3245.519 76.78% 2921.62 79.10% 3321.091 76.24% 13977 465971.23% 3150.112 72.60% 2728.221 76.27% 3238.67 71.83% 11496 453073.85% 3061.11 75.34% 2532.787 79.60% 3162.485 74.53% 12415 457774.08% 3071.932 75.53% 2557.406 79.63% 3171.712 74.74% 12555 406873.33% 3083.857 74.78% 2584.251 78.87% 3181.892 73.98% 12229 389072.93% 2891.94 75.02% 2111.503 81.76% 3019.549 73.92% 11579 366069.35% 3234.918 70.55% 2900.876 73.59% 3311.895 69.85% 10983 432274.35% 2924.846 76.22% 2199.37 82.12% 3047.16 75.23% 12301 457976.48% 2991.764 78.01% 2368.82 82.59% 3103.596 77.19% 13605 370077.78% 3050.73 79.07% 2508.937 82.79% 3153.645 78.37% 14577 470561.00% 2880.898 64.07% 2081.291 74.04% 3010.304 62.46% 8018 338073.20% 3014.953 74.87% 2424.889 79.79% 3123.243 73.96% 11996 398170.64% 2974.317 72.61% 2325.765 78.58% 3088.845 71.56% 10860 385675.50% 3242.648 76.44% 2916.02 78.81% 3318.6 75.89% 13763 433871.86% 3103.734 73.33% 2628.344 77.42% 3198.886 72.52% 11639 401376.76% 3149.229 77.86% 2726.356 80.84% 3237.911 77.24% 14227 450071.64% 3205.727 72.83% 2842.82 75.90% 3286.621 72.14% 11797.58 4835.05578.03% 3189.676 78.99% 2810.296 81.49% 3272.755 78.44% 15180.99 4775.62669.32% 3205.902 70.60% 2843.172 73.93% 3286.772 69.86% 10905.87 5155.15874.21% 3078.665 75.63% 2572.598 79.64% 3177.458 74.85% 12633.63 3881.49384.50% 3275.847 85.04% 2980.01 86.39% 3347.455 84.72% 21903.48 4808.788

Page 74: Correlação Dados Históricos Reservatórios

MAR

EXP LINEAR LOG POLI

Y EPM Y EPM Y EPM Y EPM MAR2846.404 84.71% 2789.353 85.02% 2305.626 87.62% 2658.239 85.73% 186222742.832 74.10% 2645.965 75.02% 1911.185 81.95% 2476.634 76.62% 105912700.294 67.38% 2585.498 68.76% 1715.387 79.28% 2398.839 71.02% 82772588.267 62.18% 2421.58 64.61% 1046.188 84.71% 2184.329 68.08% 6843

2808.889 76.72% 2738.029 77.31% 2174.015 81.98% 2593.7 78.50% 120652675.11 75.51% 2549.25 76.66% 1587.086 85.47% 2351.859 78.47% 10924

2661.283 65.81% 2529.202 67.51% 1512.049 80.57% 2325.763 70.12% 77842685.222 66.51% 2563.846 68.03% 1639.836 79.55% 2370.807 70.44% 80192664.926 59.82% 2534.495 61.79% 1532.16 76.90% 2332.66 64.83% 66332662.055 79.09% 2530.325 80.13% 1516.334 88.09% 2327.226 81.72% 127332679.328 55.87% 2555.345 57.92% 1609.299 73.50% 2359.776 61.14% 60722728.994 79.17% 2626.398 79.95% 1850.091 85.88% 2451.538 81.29% 131022691.687 80.05% 2573.149 80.93% 1672.679 87.60% 2382.861 82.34% 134942622.726 74.17% 2472.745 75.65% 1282.505 87.37% 2251.852 77.83% 101552698.503 76.22% 2582.932 77.24% 1706.595 84.96% 2395.522 78.89% 113482785.925 80.80% 2706.272 81.35% 2087.56 85.61% 2553.506 82.40% 145082800.401 85.15% 2726.32 85.54% 2142.615 88.64% 2578.904 86.32% 188572721.085 77.70% 2615.171 78.57% 1814.092 85.13% 2437.104 80.03% 122012681.329 75.31% 2558.232 76.45% 1619.727 85.09% 2363.524 78.24% 108622664.816 78.56% 2534.334 79.61% 1531.554 87.68% 2332.451 81.23% 124292718.041 81.01% 2610.84 81.76% 1800.015 87.42% 2431.53 83.01% 143132674.223 82.78% 2547.967 83.59% 1582.375 89.81% 2350.191 84.87% 155302613.716 58.12% 2459.432 60.59% 1223.9 80.39% 2234.333 64.20% 62412603.442 53.77% 2444.195 56.60% 1154.429 79.50% 2214.238 60.68% 56322596.974 52.89% 2434.572 55.84% 1109.151 79.88% 2201.523 60.07% 55132900.609 59.62% 2862.331 60.15% 2477.798 65.50% 2749.113 61.73% 71832880.356 76.74% 2835.225 77.10% 2415.727 80.49% 2715.482 78.07% 123812767.391 73.10% 2680.449 73.94% 2014.113 80.42% 2520.678 75.49% 102862726.619 75.53% 2623.03 76.46% 1839.366 83.49% 2447.21 78.03% 111412752.515 77.65% 2659.598 78.41% 1952.574 84.15% 2494.075 79.75% 123182761.202 84.70% 2671.788 85.19% 1988.802 88.98% 2509.638 86.09% 180462732.277 79.72% 2631.049 80.47% 1864.8 86.16% 2457.51 81.76% 134722663.932 70.70% 2533.051 72.14% 1526.697 83.21% 2330.779 74.37% 90932638.322 68.71% 2495.68 70.41% 1379.262 83.64% 2281.954 72.94% 84332796.108 84.91% 2720.386 85.32% 2126.491 88.52% 2571.395 86.12% 18529

4000 6000 8000 10000 12000 14000 16000 18000 20000 22000 240000

1000

2000

3000

4000

5000

6000

7000

8000

9000

f(x) = 2,351.97963047 exp( 0.00004146 x )f(x) = 0.16038944 x + 2,051.24126609f(x) = 1,826.12862781 ln(x) − 13,096.39278111f(x) = − 0.00000253 x² + 0.22416152 x + 1,680.22885510

Column I Exponential (Column I)Linear (Column I) Logarithmic (Column I)Polynomial (Column I)

4000 6000 8000 10000 12000 14000 16000 18000 20000 22000 240000

2000

4000

6000

8000

10000

12000

f(x) = 2,256.01529146 exp( 0.00004134 x )f(x) = 0.16345017 x + 1,909.87826102f(x) = 1,853.86029007 ln(x) − 13,460.39011416f(x) = − 0.00000153 x² + 0.20197338 x + 1,685.75844198

Column J Exponential (Column J)Linear (Column J) Logarithmic (Column J)Polynomial (Column J)

Page 75: Correlação Dados Históricos Reservatórios

2800.981 81.64% 2727.122 82.13% 2144.783 85.95% 2579.918 83.09% 152602751.603 79.66% 2658.315 80.35% 1948.718 85.60% 2492.435 81.58% 135302712.075 74.93% 2602.339 75.94% 1772.062 83.62% 2420.578 77.62% 108172580.445 61.81% 2409.872 64.34% 987.5217 85.39% 2168.805 67.90% 67572654.891 79.98% 2519.899 81.00% 1476.157 88.87% 2313.627 82.55% 132612591.703 47.05% 2426.713 50.42% 1071.322 78.11% 2191.126 55.24% 48952739.536 76.42% 2641.314 77.27% 1896.847 83.68% 2470.675 78.74% 116202735.451 70.73% 2635.54 71.80% 1878.89 79.90% 2463.273 73.64% 93462845.696 77.31% 2788.391 77.77% 2303.243 81.64% 2657.033 78.82% 125442699.287 67.11% 2584.055 68.51% 1710.447 79.16% 2396.973 70.79% 82062940.323 74.40% 2914.938 74.62% 2592.559 77.43% 2813.973 75.50% 114862752.972 69.37% 2660.24 70.40% 1954.498 78.25% 2494.895 72.24% 89872824.069 75.57% 2758.879 76.13% 2228.631 80.72% 2619.981 77.34% 115602865.467 76.13% 2815.176 76.55% 2368.42 80.27% 2690.514 77.59% 12005

2862.38 78.74% 2811.006 79.12% 2358.425 82.48% 2685.311 80.06% 134642804.351 68.93% 2731.774 69.73% 2157.307 76.10% 2585.798 71.35% 90263057.557 83.95% 3066.186 83.91% 2887.235 84.85% 2997.413 84.27% 190523250.238 84.36% 3302.6 84.11% 3269.619 84.27% 3275.133 84.24% 207862925.488 69.33% 2895.371 69.65% 2550.711 73.26% 2789.912 70.76% 95402892.203 81.48% 2851.103 81.74% 2452.343 84.29% 2735.201 82.48% 156132900.729 72.43% 2862.491 72.79% 2478.159 76.45% 2749.312 73.87% 105212811.919 75.64% 2742.199 76.24% 2185.07 81.07% 2598.963 77.48% 115412828.639 80.78% 2765.135 81.22% 2244.702 84.75% 2627.849 82.15% 147202954.988 76.47% 2934.185 76.64% 2632.806 79.04% 2837.566 77.41% 125612827.936 69.80% 2764.172 70.48% 2242.239 76.05% 2626.639 71.95% 93632853.138 79.59% 2798.496 79.98% 2328.105 83.34% 2669.68 80.90% 139772837.919 75.31% 2777.805 75.84% 2276.829 80.19% 2643.763 77.00% 114962843.455 77.10% 2785.344 77.56% 2295.678 81.51% 2653.215 78.63% 124152784.078 77.82% 2703.706 78.47% 2080.392 83.43% 2550.25 79.69% 125552763.607 77.40% 2675.156 78.12% 1998.687 83.66% 2513.933 79.44% 122292737.379 76.36% 2638.267 77.22% 1887.391 83.70% 2466.769 78.70% 115792813.551 74.38% 2744.444 75.01% 2190.995 80.05% 2601.795 76.31% 109832843.691 76.88% 2785.665 77.35% 2296.476 81.33% 2653.617 78.43% 123012741.923 79.85% 2644.682 80.56% 1907.241 85.98% 2474.991 81.81% 136052858.585 80.39% 2805.874 80.75% 2346.047 83.91% 2678.902 81.62% 145772705.785 66.25% 2593.358 67.66% 1742.055 78.27% 2408.991 69.96% 80182774.054 76.88% 2689.752 77.58% 2040.914 82.99% 2532.52 78.89% 119962759.714 74.59% 2669.703 75.42% 1982.656 81.74% 2506.978 76.92% 108602815.418 79.54% 2747.011 80.04% 2197.743 84.03% 2605.031 81.07% 137632777.736 76.13% 2694.884 76.85% 2055.534 82.34% 2539.045 78.19% 116392834.392 80.08% 2772.994 80.51% 2264.696 84.08% 2637.723 81.46% 14227

2874.04 75.64% 2826.733 76.04% 2395.839 79.69% 2704.916 77.07% 11797.582866.967 81.11% 2817.201 81.44% 2373.255 84.37% 2693.04 82.26% 15180.992912.437 73.29% 2878.074 73.61% 2512.904 76.96% 2768.58 74.61% 10905.872762.633 78.13% 2673.792 78.84% 1994.689 84.21% 2512.193 80.12% 12633.632870.912 86.89% 2822.52 87.11% 2385.891 89.11% 2699.669 87.67% 21903.48

Page 76: Correlação Dados Históricos Reservatórios

SET

EXP LINEAR LOG POLI

SET Y EPM Y EPM Y EPM Y EPM5067 2781.721 85.06% 2738.08 85.30% 2353.973 87.36% 2669.876 85.66%3198 2574.886 75.69% 2432.592 77.03% 1500.783 85.83% 2316.022 78.13%3108 2565.324 69.01% 2417.881 70.79% 1447.863 82.51% 2298.712 72.23%2583 2510.247 63.32% 2332.07 65.92% 1104.847 83.85% 2197.248 67.89%

3734 2632.578 78.18% 2520.201 79.11% 1788.047 85.18% 2418.595 79.95%3665 2625.08 75.97% 2508.923 77.03% 1753.469 83.95% 2405.44 77.98%2682 2520.542 67.62% 2348.252 69.83% 1174.573 84.91% 2216.446 71.53%2911 2544.517 68.27% 2385.682 70.25% 1326.467 83.46% 2260.738 71.81%2665 2518.771 62.03% 2345.473 64.64% 1162.784 82.47% 2213.151 66.63%2521 2503.822 80.34% 2321.936 81.76% 1059.805 91.68% 2185.21 82.84%3451 2601.959 57.15% 2473.945 59.26% 1641.933 72.96% 2364.547 61.06%3412 2597.767 80.17% 2467.57 81.17% 1620.863 87.63% 2357.08 82.01%3074 2561.721 81.02% 2412.324 82.12% 1427.47 89.42% 2292.167 83.01%2325 2483.616 75.54% 2289.9 77.45% 909.7622 91.04% 2147.076 78.86%2855 2538.633 77.63% 2376.528 79.06% 1290.456 88.63% 2249.921 80.17%3359 2592.081 82.13% 2458.907 83.05% 1591.841 89.03% 2346.924 83.82%4938 2766.926 85.33% 2716.995 85.59% 2306.165 87.77% 2645.796 85.97%2950 2548.623 79.11% 2392.056 80.39% 1351.139 88.93% 2268.265 81.41%2663 2518.563 76.81% 2345.146 78.41% 1161.393 89.31% 2212.763 79.63%2596 2511.597 79.79% 2334.195 81.22% 1114.154 91.04% 2199.77 82.30%2987 2552.524 82.17% 2398.104 83.25% 1374.246 90.40% 2275.402 84.10%2898 2543.15 83.62% 2383.557 84.65% 1318.169 91.51% 2258.228 85.46%2746 2527.22 59.51% 2358.712 62.21% 1218.291 80.48% 2228.84 64.29%2156 2466.325 56.21% 2262.277 59.83% 769.8599 86.33% 2114.101 62.46%2416 2492.977 54.78% 2304.774 58.19% 980.9379 82.21% 2164.795 60.73%3669 2625.514 63.45% 2509.577 65.06% 1755.492 75.56% 2406.203 66.50%5784 2865.408 76.86% 2855.274 76.94% 2599.325 79.01% 2802.787 77.36%4357 2701.26 73.74% 2622.031 74.51% 2074.105 79.84% 2536.712 75.34%2948 2548.412 77.13% 2391.729 78.53% 1349.881 87.88% 2267.879 79.64%3102 2564.688 79.18% 2416.901 80.38% 1444.28 88.28% 2297.558 81.35%3540 2611.549 85.53% 2488.492 86.21% 1689.137 90.64% 2381.571 86.80%3849 2645.124 80.37% 2538.998 81.15% 1844.281 86.31% 2440.487 81.88%2737 2526.28 72.22% 2357.241 74.08% 1212.205 86.67% 2227.098 75.51%2556 2507.447 70.27% 2327.657 72.40% 1085.366 87.13% 2192.007 74.01%3215 2576.697 86.09% 2435.371 86.86% 1510.612 91.85% 2319.288 87.48%

4000 6000 8000 10000 12000 14000 16000 18000 20000 22000 240000

2000

4000

6000

8000

10000

12000

f(x) = 2,256.01529146 exp( 0.00004134 x )f(x) = 0.16345017 x + 1,909.87826102f(x) = 1,853.86029007 ln(x) − 13,460.39011416f(x) = − 0.00000153 x² + 0.20197338 x + 1,685.75844198

Column J Exponential (Column J)Linear (Column J) Logarithmic (Column J)Polynomial (Column J)

Page 77: Correlação Dados Históricos Reservatórios

3845 2644.686 82.67% 2538.344 83.37% 1842.353 87.93% 2439.727 84.01%3593 2617.278 80.66% 2497.155 81.54% 1716.687 87.31% 2391.697 82.32%3232 2578.508 76.16% 2438.149 77.46% 1520.389 85.94% 2322.554 78.53%1881 2438.445 63.91% 2217.328 67.18% 516.8986 92.35% 2060.257 69.51%3588 2616.737 80.27% 2496.337 81.18% 1714.106 87.07% 2390.742 81.97%2179 2468.671 49.57% 2266.036 53.71% 789.5319 83.87% 2118.594 56.72%3279 2583.523 77.77% 2445.831 78.95% 1547.154 86.69% 2331.579 79.93%3410 2597.552 72.21% 2467.243 73.60% 1619.776 82.67% 2356.697 74.78%3615 2619.659 79.12% 2500.751 80.06% 1728.004 86.22% 2395.898 80.90%2794 2532.239 69.14% 2366.558 71.16% 1250.417 84.76% 2238.128 72.73%6207 2915.955 74.61% 2924.413 74.54% 2730.174 76.23% 2880.461 74.92%4761 2746.754 69.44% 2688.065 70.09% 2238.494 75.09% 2612.673 70.93%4471 2714.021 76.52% 2640.664 77.16% 2121.987 81.64% 2558.197 77.87%5892 2878.23 76.02% 2872.927 76.07% 2633.621 78.06% 2822.671 76.49%4865 2758.589 79.51% 2705.063 79.91% 2278.554 83.08% 2632.147 80.45%3537 2611.226 71.07% 2488.002 72.44% 1687.566 81.30% 2380.997 73.62%5595 2843.107 85.08% 2824.382 85.18% 2537.736 86.68% 2767.904 85.47%9601 3355.18 83.86% 3479.163 83.26% 3538.809 82.98% 3483.871 83.24%5686 2853.823 70.09% 2839.256 70.24% 2567.645 73.09% 2784.713 70.81%4764 2747.095 82.41% 2688.555 82.78% 2239.661 85.66% 2613.235 83.26%4255 2689.894 74.43% 2605.359 75.24% 2030.188 80.70% 2517.454 76.07%4437 2710.209 76.52% 2635.107 77.17% 2107.835 81.74% 2551.793 77.89%3959 2657.179 81.95% 2556.977 82.63% 1896.519 87.12% 2461.39 83.28%5288 2807.252 77.65% 2774.203 77.91% 2433.116 80.63% 2711.01 78.42%5107 2786.325 70.24% 2744.618 70.69% 2368.55 74.70% 2677.332 71.41%3989 2660.477 80.97% 2561.881 81.67% 1910.514 86.33% 2467.085 82.35%5862 2874.662 74.99% 2868.023 75.05% 2624.158 77.17% 2817.151 75.49%4882 2760.528 77.76% 2707.842 78.19% 2285.02 81.59% 2635.327 78.77%3451 2601.959 79.28% 2473.945 80.30% 1641.933 86.92% 2364.547 81.17%3410 2597.552 78.76% 2467.243 79.82% 1619.776 86.75% 2356.697 80.73%4515 2718.962 76.52% 2647.856 77.13% 2140.142 81.52% 2566.479 77.84%3970 2658.388 75.80% 2558.775 76.70% 1901.663 82.69% 2463.479 77.57%4040 2666.092 78.33% 2570.217 79.11% 1934.066 84.28% 2476.759 79.87%3955 2656.74 80.47% 2556.324 81.21% 1894.645 86.07% 2460.631 81.91%6154 2909.573 80.04% 2915.751 80.00% 2714.277 81.38% 2870.759 80.31%3592 2617.17 67.36% 2496.991 68.86% 1716.171 78.60% 2391.506 70.17%4065 2668.849 77.75% 2574.303 78.54% 1945.502 83.78% 2481.498 79.31%3585 2616.412 75.91% 2495.847 77.02% 1712.555 84.23% 2390.169 77.99%3480 2605.08 81.07% 2478.685 81.99% 1657.447 87.96% 2370.097 82.78%4046 2666.753 77.09% 2571.198 77.91% 1936.817 83.36% 2477.896 78.71%4545 2722.336 80.87% 2652.759 81.35% 2152.419 84.87% 2572.122 81.92%

3342.553 2590.32 78.04% 2456.219 79.18% 1582.741 86.58% 2343.771 80.13%3797.538 2639.502 82.61% 2530.587 83.33% 1819.327 88.02% 2430.696 83.99%6523.087 2954.308 72.91% 2976.078 72.71% 2822.256 74.12% 2938.146 73.06%3733.493 2632.523 79.16% 2520.118 80.05% 1787.795 85.85% 2418.498 80.86%3909.468 2651.744 87.89% 2548.881 88.36% 1873.179 91.45% 2451.982 88.81%

Page 78: Correlação Dados Históricos Reservatórios

MAR OUT

EXP LINEAR LOG POLI

MAR OUT Y EPM Y EPM Y EPM Y EPM18622 4836 3242.541 82.59% 3137.373 83.15% 2744.25 85.26% 3432.592 81.57%10591 4629 3217.748 69.62% 3100.569 70.72% 2660.026 74.88% 4056.737 61.70%

8277 3701 3108.907 62.44% 2935.569 64.53% 2229.275 73.07% 4046.74 51.11%6843 2906 3018.599 55.89% 2794.217 59.17% 1763.701 74.23% 4023.793 41.20%

12065 6277 3420.509 71.65% 3393.585 71.87% 3246.364 73.09% 4029.916 66.60%10924 2965 3025.21 72.31% 2804.707 74.33% 1802.397 83.50% 4025.952 63.15%

7784 4154 3161.57 59.38% 3016.113 61.25% 2451.581 68.50% 4053.879 47.92%8019 3789 3119.068 61.10% 2951.216 63.20% 2274.517 71.64% 4048.464 49.51%6633 2808 3007.65 54.66% 2776.793 58.14% 1697.655 74.41% 4020.045 39.39%

12733 2884 3016.137 76.31% 2790.306 78.09% 1749.07 86.26% 4022.969 68.41%6072 4127 3158.406 47.98% 3011.312 50.41% 2439.027 59.83% 4053.575 33.24%

13102 3739 3113.291 76.24% 2942.326 77.54% 2248.942 82.84% 4047.504 69.11%13494 4603 3214.647 76.18% 3095.946 77.06% 2649.182 80.37% 4056.703 69.94%10155 2402 2962.71 70.83% 2704.605 73.37% 1396.987 86.24% 4002.371 60.59%11348 3287 3061.547 73.02% 2861.959 74.78% 2000.887 82.37% 4036.446 64.43%14508 4140 3159.929 78.22% 3013.624 79.23% 2445.082 83.15% 4053.723 72.06%18857 4643 3219.418 82.93% 3103.058 83.54% 2665.84 85.86% 4056.749 78.49%12201 3334 3066.887 74.86% 2870.316 76.47% 2028.221 83.38% 4037.796 66.91%10862 3143 3045.243 71.96% 2836.356 73.89% 1914.641 82.37% 4032.022 62.88%12429 3877 3129.263 74.82% 2966.862 76.13% 2318.72 81.34% 4050.026 67.41%14313 3353 3069.048 78.56% 2873.694 79.92% 2039.161 85.75% 4038.328 71.79%15530 3500 3085.823 80.13% 2899.831 81.33% 2121.769 86.34% 4042.192 73.97%

6241 3976 3140.771 49.68% 2984.464 52.18% 2367.264 62.07% 4051.588 35.08%5632 2298 2951.307 47.60% 2686.114 52.31% 1311.77 76.71% 3997.286 29.03%5513 2481 2971.402 46.10% 2718.652 50.69% 1459.288 73.53% 4006.081 27.33%7183 3156 3046.711 57.58% 2838.667 60.48% 1922.587 73.23% 4032.439 43.86%

12381 4339 3183.332 74.29% 3049.006 75.37% 2535.469 79.52% 4055.556 67.24%10286 4378 3187.939 69.01% 3055.94 70.29% 2552.696 75.18% 4055.817 60.57%11141 3244 3056.669 72.56% 2854.314 74.38% 1975.535 82.27% 4035.171 63.78%12318 3578 3094.76 74.88% 2913.7 76.35% 2164.203 82.43% 4044.057 67.17%18046 3349 3068.593 83.00% 2872.983 84.08% 2036.863 88.71% 4038.217 77.62%13472 5328 3302.238 75.49% 3224.852 76.06% 2930.784 78.25% 4052.326 69.92%

9093 2812 3008.096 66.92% 2777.504 69.45% 1700.395 81.30% 4020.202 55.79%8433 3551 3091.664 63.34% 2908.899 65.51% 2149.62 74.51% 4043.426 52.05%

18529 5336 3303.218 82.17% 3226.274 82.59% 2933.673 84.17% 4052.216 78.13%

4000 6000 8000 10000 12000 14000 16000 18000 20000 22000 240000

2000

4000

6000

8000

10000

12000

f(x) = 2,710.24294236 exp( 0.00003708 x )f(x) = 0.17780120 x + 2,277.52684483f(x) = 1,925.25009373 ln(x) − 13,589.26950665f(x) = 0.00000613 x² + 0.02312735 x + 3,177.38640573

Column K Exponential (Column K)Linear (Column K) Logarithmic (Column K)Polynomial (Column K)

Page 79: Correlação Dados Históricos Reservatórios

15260 4600 3214.289 78.94% 3095.412 79.72% 2647.927 82.65% 4056.698 73.42%13530 3526 3088.799 77.17% 2904.454 78.53% 2136.018 84.21% 4042.828 70.12%10817 3351 3068.821 71.63% 2873.339 73.44% 2038.013 81.16% 4038.273 62.67%

6757 2918 3019.942 55.31% 2796.351 58.62% 1771.634 73.78% 4024.238 40.44%13261 3994 3142.868 76.30% 2987.665 77.47% 2375.96 82.08% 4051.85 69.45%

4895 3341 3067.683 37.33% 2871.561 41.34% 2032.259 58.48% 4037.993 17.51%11620 7028 3517.099 69.73% 3527.114 69.65% 3463.936 70.19% 3998.776 65.59%

9346 4540 3207.146 65.68% 3084.744 66.99% 2622.65 71.94% 4056.562 56.60%12544 4190 3165.793 74.76% 3022.514 75.90% 2468.194 80.32% 4054.262 67.68%

8206 4179 3164.502 61.44% 3020.558 63.19% 2463.133 69.98% 4054.148 50.60%11486 6784 3485.422 69.66% 3483.73 69.67% 3395.907 70.43% 4010.192 65.09%

8987 4605 3214.885 64.23% 3096.301 65.55% 2650.019 70.51% 4056.706 54.86%11560 4286 3177.082 72.52% 3039.583 73.71% 2511.807 78.27% 4055.149 64.92%12005 5751 3354.442 72.06% 3300.062 72.51% 3077.869 74.36% 4044.673 66.31%13464 4846 3243.743 75.91% 3139.151 76.68% 2748.227 79.59% 4056.466 69.87%

9026 5727 3351.458 62.87% 3295.794 63.49% 3069.818 65.99% 4045.208 55.18%19052 7600 3592.493 81.14% 3628.816 80.95% 3614.58 81.03% 3967.112 79.18%20786 11155 4098.683 80.28% 4260.899 79.50% 4353.374 79.06% 3616.271 82.60%

9540 5092 3273.467 65.69% 3182.891 66.64% 2843.56 70.19% 4054.963 57.50%15613 4377 3187.82 79.58% 3055.763 80.43% 2552.256 83.65% 4055.811 74.02%10521 3882 3129.843 70.25% 2967.751 71.79% 2321.201 77.94% 4050.109 61.50%11541 5219 3288.919 71.50% 3205.471 72.23% 2890.989 74.95% 4053.689 64.88%14720 4884 3248.317 77.93% 3145.908 78.63% 2763.265 81.23% 4056.317 72.44%12561 4187 3165.441 74.80% 3021.98 75.94% 2466.815 80.36% 4054.231 67.72%

9363 5356 3305.669 64.69% 3229.83 65.50% 2940.875 68.59% 4051.936 56.72%13977 5816 3362.536 75.94% 3311.619 76.31% 3099.507 77.82% 4043.164 71.07%11496 7028 3517.099 69.41% 3527.114 69.32% 3463.936 69.87% 3998.776 65.22%12415 5545 3328.917 73.19% 3263.434 73.71% 3007.641 75.77% 4048.87 67.39%12555 3418 3076.454 75.50% 2885.251 77.02% 2076.126 83.46% 4040.093 67.82%12229 4773 3234.975 73.55% 3126.172 74.44% 2719.005 77.77% 4056.668 66.83%11579 4015 3145.316 72.84% 2991.399 74.17% 2386.057 79.39% 4052.147 65.00%10983 4386 3188.884 70.97% 3057.363 72.16% 2556.211 76.73% 4055.867 63.07%12301 5834 3364.781 72.65% 3314.819 73.05% 3105.456 74.75% 4042.731 67.13%13605 3103 3040.73 77.65% 2829.244 79.20% 1889.981 86.11% 4030.716 70.37%14577 3855 3126.711 78.55% 2962.95 79.67% 2307.764 84.17% 4049.65 72.22%

8018 4506 3203.105 60.05% 3078.699 61.60% 2608.177 67.47% 4056.452 49.41%11996 3024 3031.835 74.73% 2815.198 76.53% 1840.331 84.66% 4028.037 66.42%10860 3591 3096.253 71.49% 2916.011 73.15% 2171.186 80.01% 4044.356 62.76%13763 4632 3218.106 76.62% 3101.102 77.47% 2661.274 80.66% 4056.74 70.52%11639 4100 3155.245 72.89% 3006.512 74.17% 2426.39 79.15% 4053.254 65.18%14227 6037 3390.204 76.17% 3350.913 76.45% 3171.308 77.71% 4037.37 71.62%

11797.58 3243.595 3056.623 74.09% 2854.242 75.81% 1975.295 83.26% 4035.158 65.80%15180.99 4592.365 3213.379 78.83% 3094.055 79.62% 2644.729 82.58% 4056.685 73.28%10905.87 6435.649 3440.69 68.45% 3421.793 68.62% 3294.419 69.79% 4024.324 63.10%12633.63 5453.563 3317.649 73.74% 3247.177 74.30% 2975.629 76.45% 4050.447 67.94%21903.48 5214.296 3288.345 84.99% 3204.635 85.37% 2889.253 86.81% 4053.742 81.49%

Page 80: Correlação Dados Históricos Reservatórios

MAR NOV

EXP LINEAR LOG POLI

MAR NOV Y EPM Y EPM Y EPM Y18622 5077 4538.396 75.63% 4616.321 75.21% 4318.131 76.81% 4690.07810591 4770 4506.104 57.45% 4576.717 56.79% 4227.13 60.09% 4658.29

8277 3528 4377.79 47.11% 4416.495 46.64% 3787.086 54.25% 4532.8816843 2740 4298.281 37.19% 4314.841 36.95% 3418.301 50.05% 4455.97

12065 4974 4527.536 62.47% 4603.034 61.85% 4288.228 64.46% 4679.37810924 3696 4394.93 59.77% 4438.168 59.37% 3854.957 64.71% 4549.545

7784 6284 4667.616 40.04% 4772.028 38.69% 4629.306 40.53% 4818.0898019 4591 4487.382 44.04% 4553.626 43.21% 4171.327 47.98% 4639.96633 4996 4529.854 31.71% 4605.872 30.56% 4294.667 35.25% 4681.66

12733 5865 4622.347 63.70% 4717.976 62.95% 4528.632 64.43% 4773.1036072 5116 4542.515 25.19% 4621.352 23.89% 4329.295 28.70% 4694.139

13102 4892 4518.909 65.51% 4592.456 64.95% 4263.975 67.46% 4670.88513494 6393 4679.465 65.32% 4786.089 64.53% 4654.396 65.51% 4829.88810155 4542 4482.27 55.86% 4547.305 55.22% 4155.672 59.08% 4634.88411348 5444 4577.304 59.66% 4663.665 58.90% 4419.957 61.05% 4728.48914508 4411 4468.633 69.20% 4530.405 68.77% 4112.974 71.65% 4621.51418857 4434 4471.024 76.29% 4533.372 75.96% 4120.561 78.15% 4623.85812201 4241 4450.998 63.52% 4508.475 63.05% 4055.633 66.76% 4604.24910862 4293 4456.385 58.97% 4515.183 58.43% 4073.413 62.50% 4609.5212429 6210 4659.589 62.51% 4762.482 61.68% 4612.024 62.89% 4810.10214313 3390 4363.76 69.51% 4398.693 69.27% 3728.872 73.95% 4519.26315530 4890 4518.699 70.90% 4592.198 70.43% 4263.379 72.55% 4670.678

6241 4564 4484.564 28.14% 4550.143 27.09% 4162.721 33.30% 4637.1355632 2970 4321.337 23.27% 4344.511 22.86% 3535.899 37.22% 4478.2065513 3675 4392.784 20.32% 4435.459 19.55% 3846.644 30.23% 4547.4577183 4219 4448.721 38.07% 4505.636 37.27% 4048.045 43.64% 4602.022

12381 5313 4563.378 63.14% 4646.766 62.47% 4384.42 64.59% 4714.72710286 4934 4523.326 56.02% 4597.874 55.30% 4276.448 58.42% 4675.23211141 4478 4475.603 59.83% 4539.048 59.26% 4134.968 62.89% 4628.34512318 5651 4599.396 62.66% 4690.369 61.92% 4474.403 63.68% 4750.35218046 5081 4538.819 74.85% 4616.837 74.42% 4319.28 76.07% 4690.49413472 5384 4570.92 66.07% 4655.925 65.44% 4403.788 67.31% 4722.179

9093 3783 4403.833 51.57% 4449.391 51.07% 3888.901 57.23% 4558.2128433 4851 4514.602 46.47% 4587.167 45.60% 4251.696 49.58% 4666.647

18529 6195 4657.964 74.86% 4760.547 74.31% 4608.495 75.13% 4808.485

4000 6000 8000 10000 12000 14000 16000 18000 20000 22000 240000

2000

4000

6000

8000

10000

12000

14000

f(x) = 4,032.88783765 exp( 0.00002326 x )f(x) = 0.12900324 x + 3,961.37178501f(x) = 1,458.95695163 ln(x) − 8,130.38397400f(x) = 0.00000166 x² + 0.08719824 x + 4,204.58440970

Column L Exponential (Column L)Linear (Column L) Logarithmic (Column L)Polynomial (Column L)

Page 81: Correlação Dados Históricos Reservatórios

15260 7347 4784.464 68.65% 4909.159 67.83% 4857.32 68.17% 4934.83413530 5733 4608.177 65.94% 4700.947 65.26% 4495.421 66.77% 4759.05210817 4024 4428.589 59.06% 4480.481 58.58% 3979.005 63.22% 4582.35

6757 6934 4738.722 29.87% 4855.88 28.14% 4772.912 29.36% 4889.0313261 4359 4463.231 66.34% 4523.697 65.89% 4095.672 69.11% 4616.223

4895 3827 4408.342 9.94% 4455.067 8.99% 3905.772 20.21% 4562.60411620 8394 4902.411 57.81% 5044.225 56.59% 5051.69 56.53% 5053.489

9346 6899 4734.866 49.34% 4851.365 48.09% 4765.529 49.01% 4885.17512544 4339 4461.156 64.44% 4521.117 63.96% 4088.963 67.40% 4614.19

8206 5843 4619.982 43.70% 4715.138 42.54% 4523.149 44.88% 4770.75711486 8126 4871.946 57.58% 5009.652 56.38% 5004.349 56.43% 5022.77

8987 6690 4711.904 47.57% 4824.403 46.32% 4720.647 47.47% 4862.23611560 6941 4739.494 59.00% 4856.783 57.99% 4774.384 58.70% 4889.80212005 6572 4698.989 60.86% 4809.181 59.94% 4694.684 60.89% 4849.34913464 5851 4620.842 65.68% 4716.17 64.97% 4525.145 66.39% 4771.61

9026 9787 5063.856 43.90% 5223.926 42.12% 5275.695 41.55% 5216.99719052 8415 4904.806 74.26% 5046.934 73.51% 5055.335 73.47% 5055.90620786 11775 5303.512 74.49% 5480.385 73.63% 5545.49 73.32% 5461.504

9540 5159 4547.061 52.34% 4626.9 51.50% 4341.507 54.49% 4698.62115613 5588 4592.661 70.58% 4682.242 70.01% 4458.046 71.45% 4743.68310521 4272 4454.209 57.66% 4512.474 57.11% 4066.259 61.35% 4607.3911541 6487 4689.708 59.36% 4798.216 58.42% 4675.692 59.49% 4840.09414720 6182 4656.556 68.37% 4758.87 67.67% 4605.431 68.71% 4807.08412561 5826 4618.156 63.23% 4712.945 62.48% 4518.898 64.02% 4768.946

9363 5156 4546.744 51.44% 4626.512 50.59% 4340.658 53.64% 4698.30913977 4763 4505.37 67.77% 4575.814 67.26% 4224.987 69.77% 4657.56911496 9273 5003.675 56.47% 5157.619 55.14% 5196.987 54.79% 5155.91512415 4371 4464.477 64.04% 4525.245 63.55% 4099.683 66.98% 4617.44312555 5007 4531.013 63.91% 4607.291 63.30% 4297.875 65.77% 4682.80212229 4874 4517.018 63.06% 4590.134 62.47% 4258.597 65.18% 4669.02311579 6708 4713.877 59.29% 4826.726 58.31% 4724.568 59.20% 4864.20610983 6258 4664.795 57.53% 4768.674 56.58% 4623.257 57.91% 4815.28112301 5852 4620.95 62.43% 4716.299 61.66% 4525.395 63.21% 4771.71713605 4247 4451.619 67.28% 4509.249 66.86% 4057.696 70.17% 4604.85714577 5925 4628.803 68.25% 4725.716 67.58% 4543.482 68.83% 4779.509

8018 5806 4616.008 42.43% 4710.365 41.25% 4513.881 43.70% 4766.81511996 4690 4497.727 62.51% 4566.397 61.93% 4202.453 64.97% 4650.05810860 4723 4501.18 58.55% 4570.654 57.91% 4212.683 61.21% 4653.45113763 5370 4569.432 66.80% 4654.119 66.18% 4399.989 68.03% 4720.70811639 5103 4541.142 60.98% 4619.675 60.31% 4325.583 62.84% 4692.78414227 5957 4632.249 67.44% 4729.844 66.75% 4551.34 68.01% 4782.931

11797.58 5341.019 4566.353 61.29% 4650.381 60.58% 4392.094 62.77% 4717.66615180.99 5106.183 4541.478 70.08% 4620.086 69.57% 4326.493 71.50% 4693.11610905.87 7189.532 4766.972 56.29% 4888.845 55.17% 4825.71 55.75% 4917.30312633.63 6084.218 4645.977 63.23% 4746.256 62.43% 4582.169 63.73% 4796.56721903.48 5501.768 4583.458 79.07% 4671.118 78.67% 4435.357 79.75% 4734.576

Page 82: Correlação Dados Históricos Reservatórios

MAR DEZ

EXP LINEAR LOG

EPM MAR DEZ Y EPM Y EPM Y EPM74.81% 18622 7820 7461.19 59.93% 7711.337 58.59% 7695.671 58.67%56.02% 10591 9739 7651.574 27.75% 7940.373 25.03% 7989.204 24.57%45.24% 8277 6630 7345.517 11.25% 7569.308 8.55% 7474.866 9.69%34.88% 6843 6533 7336.168 7.21% 7557.731 10.44% 7455.153 8.95%

61.22% 12065 6224 7306.464 39.44% 7520.852 37.66% 7390.343 38.75%58.35% 10924 7030 7384.197 32.40% 7617.049 30.27% 7553.223 30.86%38.10% 7784 10030 7680.865 1.32% 7975.104 2.46% 8028.585 3.14%42.14% 8019 8299 7508.263 6.37% 7768.507 3.12% 7775.19 3.04%29.42% 6633 7498 7429.712 12.01% 7672.906 15.68% 7639.429 15.17%62.51% 12733 6355 7319.042 42.52% 7536.487 40.81% 7418.203 41.74%22.69% 6072 7860 7465.109 22.94% 7716.111 27.08% 7702.495 26.85%64.35% 13102 7255 7406.044 43.47% 7643.903 41.66% 7595.362 42.03%64.21% 13494 6661 7348.507 45.54% 7573.008 43.88% 7481.106 44.56%54.36% 10155 4694 7161.15 29.48% 7338.244 27.74% 7012.979 30.94%58.33% 11348 11214 7801.204 31.25% 8116.417 28.48% 8177.834 27.94%68.15% 14508 6038 7288.642 49.76% 7498.652 48.31% 7349.761 49.34%75.48% 18857 8441 7522.275 60.11% 7785.454 58.71% 7797.882 58.65%62.26% 12201 7708 7450.226 38.94% 7697.97 36.91% 7676.376 37.08%57.56% 10862 6579 7340.6 32.42% 7563.222 30.37% 7464.538 31.28%61.30% 12429 9043 7581.969 39.00% 7857.304 36.78% 7890.027 36.52%68.43% 14313 5099 7199.331 49.70% 7386.581 48.39% 7123.675 50.23%69.92% 15530 4913 7181.771 53.76% 7364.382 52.58% 7073.972 54.45%25.70% 6241 6206 7304.737 17.04% 7518.703 20.47% 7386.469 18.35%20.49% 5632 4374 7131.124 26.62% 7300.051 29.62% 6918.538 22.84%17.51% 5513 6439 7327.119 32.91% 7546.512 36.89% 7435.767 34.88%35.93% 7183 7926 7471.581 4.02% 7723.988 7.53% 7713.68 7.39%61.92% 12381 8083 7486.999 39.53% 7742.727 37.46% 7739.916 37.49%54.55% 10286 6022 7287.111 29.16% 7496.743 27.12% 7346.212 28.58%58.46% 11141 5898 7275.256 34.70% 7481.943 32.84% 7318.383 34.31%61.44% 12318 8180 7496.541 39.14% 7754.304 37.05% 7755.871 37.04%74.01% 18046 5434 7231.068 59.93% 7426.564 58.85% 7208.786 60.05%64.95% 13472 10050 7682.882 42.97% 7977.491 40.78% 8031.25 40.39%49.87% 9093 3150 7017.435 22.83% 7153.964 21.32% 6479.449 28.74%44.66% 8433 7144 7395.258 12.31% 7630.655 9.51% 7574.74 10.18%74.05% 18529 10617 7740.293 58.23% 8045.164 56.58% 8104.66 56.26%

4000 6000 8000 10000 12000 14000 16000 18000 20000 22000 240000

2000

4000

6000

8000

10000

12000

14000

16000

f(x) = 6,733.11774130 exp( 0.00001313 x )f(x) = 0.11935173 x + 6,778.00651272f(x) = 1,337.56315098 ln(x) − 4,294.83345398f(x) = 0.00000498 x² − 0.00648605 x + 7,510.10397049

Column M Exponential (Column M)Linear (Column M) Logarithmic (Column M)Polynomial (Column M)

Page 83: Correlação Dados Históricos Reservatórios

67.66% 15260 7861 7465.207 51.08% 7716.23 49.43% 7702.665 49.52%64.83% 13530 8518 7529.884 44.35% 7794.645 42.39% 7810.029 42.28%57.64% 10817 7076 7388.658 31.69% 7622.539 29.53% 7561.947 30.09%27.64% 6757 6634 7345.903 8.72% 7569.786 12.03% 7475.673 10.64%65.19% 13261 4240 7118.589 46.32% 7284.058 45.07% 6876.92 48.14%

6.79% 4895 8094 7488.081 52.97% 7744.039 58.20% 7741.735 58.16%56.51% 11620 8884 7566.157 34.89% 7838.327 32.54% 7866.3 32.30%47.73% 9346 8815 7559.305 19.12% 7830.092 16.22% 7855.871 15.94%63.22% 12544 7248 7405.364 40.96% 7643.068 39.07% 7594.071 39.46%41.86% 8206 8827 7560.496 7.87% 7831.524 4.56% 7857.691 4.24%56.27% 11486 12305 7913.759 31.10% 8246.63 28.20% 8302.017 27.72%45.90% 8987 11758 7857.126 12.57% 8181.344 8.96% 8241.195 8.30%57.70% 11560 10420 7720.297 33.22% 8021.652 30.61% 8079.608 30.11%59.61% 12005 9175 7595.121 36.73% 7873.059 34.42% 7909.411 34.12%64.56% 13464 10939 7773.087 42.27% 8083.595 39.96% 8144.624 39.51%42.20% 9026 13143 8001.315 11.35% 8346.646 7.53% 8390.14 7.04%73.46% 19052 13336 8021.617 57.90% 8369.681 56.07% 8409.639 55.86%73.73% 20786 14959 8194.392 60.58% 8563.389 58.80% 8563.253 58.80%50.75% 9540 9657 7643.34 19.88% 7930.586 16.87% 7977.895 16.37%69.62% 15613 6184 7302.628 53.23% 7516.078 51.86% 7381.719 52.72%56.21% 10521 8238 7502.252 28.69% 7761.226 26.23% 7765.322 26.19%58.06% 11541 10238 7701.871 33.27% 7999.93 30.68% 8056.04 30.20%67.34% 14720 7144 7395.258 49.76% 7630.655 48.16% 7574.74 48.54%62.03% 12561 11641 7845.065 37.54% 8167.38 34.98% 8227.819 34.50%49.82% 9363 5592 7246.085 22.61% 7445.421 20.48% 7247.122 22.60%66.68% 13977 7045 7385.652 47.16% 7618.839 45.49% 7556.074 45.94%55.15% 11496 10236 7701.668 33.01% 7999.691 30.41% 8055.778 29.93%62.81% 12415 7500 7429.907 40.15% 7673.144 38.19% 7639.785 38.46%62.70% 12555 7275 7407.989 41.00% 7646.29 39.10% 7599.044 39.47%61.82% 12229 6069 7291.609 40.37% 7502.352 38.65% 7356.611 39.84%57.99% 11579 9133 7590.934 34.44% 7868.046 32.05% 7903.274 31.74%56.16% 10983 10766 7755.45 29.39% 8062.947 26.59% 8123.301 26.04%61.21% 12301 8487 7526.82 38.81% 7790.945 36.66% 7805.152 36.55%66.15% 13605 6073 7291.992 46.40% 7502.83 44.85% 7357.492 45.92%67.21% 14577 9405 7618.092 47.74% 7900.51 45.80% 7942.527 45.51%40.55% 8018 8659 7543.837 5.91% 7811.473 2.58% 7831.988 2.32%61.24% 11996 6542 7337.035 38.84% 7558.806 36.99% 7456.994 37.84%57.15% 10860 7376 7417.82 31.70% 7658.345 29.48% 7617.486 29.86%65.70% 13763 8303 7508.657 45.44% 7768.984 43.55% 7775.834 43.50%59.68% 11639 12673 7952.09 31.68% 8290.551 28.77% 8341.432 28.33%66.38% 14227 12221 7905.036 44.44% 8236.604 42.11% 8292.854 41.71%60.01% 11797.58 6512.297 7334.174 37.83% 7555.26 35.96% 7450.907 36.84%69.09% 15180.99 6600.145 7342.638 51.63% 7565.745 50.16% 7468.83 50.80%54.91% 10905.87 13850.09 8075.945 25.95% 8431.038 22.69% 8460.231 22.42%62.03% 12633.63 8512.547 7529.345 40.40% 7793.994 38.31% 7809.172 38.19%78.38% 21903.48 8094.844 7488.164 65.81% 7744.14 64.64% 7741.874 64.65%

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POLI

Y EPM7154.844 61.58%6974.593 34.15%7248.196 12.43%7255.184 6.02%

7276.819 39.69%7218.391 33.92%6944.056 10.79%7113.287 11.29%7181.496 8.27%7267.763 42.92%7151.461 17.78%7200.925 45.04%7245.943 46.30%7369.931 27.43%6811.116 39.98%7289.383 49.76%7100.528 62.35%7164.231 41.28%7251.882 33.24%7044.207 43.32%7347.553 48.67%7358.033 52.62%

7278.05 16.62%7386.457 31.15%7261.866 31.72%7145.845 0.52%7132.309 42.39%7290.448 29.12%7298.613 34.49%7123.824 42.17%7327.808 59.39%6941.927 48.47%7440.259 18.18%7209.605 14.51%6879.893 62.87%

Page 85: Correlação Dados Históricos Reservatórios

7151.376 53.14%7093.525 47.57%7214.861 33.30%7247.906 7.27%7393.075 44.25%7131.352 45.69%7059.433 39.25%7065.962 24.40%7201.476 42.59%

7064.83 13.91%6676.256 41.87%6745.353 24.94%6901.809 40.30%7031.375 41.43%6843.238 49.17%

6564.62 27.27%6537.919 65.68%6298.696 69.70%6983.045 26.80%

7279.55 53.38%7118.706 32.34%6921.713 40.03%7209.605 51.02%6759.746 46.18%7318.107 21.84%7217.242 48.36%

6921.93 39.79%7181.334 42.16%7199.348 42.66%7287.313 40.41%7035.477 39.24%

6863.06 37.51%7096.352 42.31%7287.045 46.44%7008.602 51.92%7080.549 11.69%7254.539 39.53%7191.324 33.78%

7112.93 48.32%6628.094 43.05%6687.061 53.00%7256.663 38.49%7250.357 52.24%6464.984 40.72%7094.023 43.85%7131.278 67.44%