Modelos Computacionais para Simulação do Processo de Expansão da Esquistossomose na Área...

Post on 07-Apr-2016

231 views 11 download

Transcript of Modelos Computacionais para Simulação do Processo de Expansão da Esquistossomose na Área...

Modelos Computacionais para Simulação do Processo de Expansão da Esquistossomose na

Área Litorânea de Pernambuco

Jones.albuquerque@pesquisador.cnpq.br (coord.)

silvana@deinfo.ufrpe.br

Departamento de Estatística e Informática - DEINFO/UFRPECentro de Pesquisas Aggeu Magalhães - CPqAM/FIOCRUZ

Laboratório de Geoprocessamento e Sensoreamento Remoto - GEOCERE/UFRPE

Laboratório de Realidade Virtual e Visualização Científica – SVVR/LNCC

CASE STUDYTowards Computational Epidemiology

Using Stochastic Cellular Automata in Modeling Spread of Diseases

around the world…

Computational Epidemiology Research Laboratory

University of North TexasEmail: {venkatac, mikler}@cs.unt.edu

This research is in part supported by the National Science Foundation award: NSF-0350200

BR on modeling epidemics…

• Ordinary differential equations• Stochastic Methods• Modeling Simulation• Linear and Non-Linear Programming• Otimization

USP Lectures HEP5710Mathematical Models in EpidemiologyInformatics Department - Codage/USP

Stochastic Cellular Automata Stochastic Cellular Automata a global model…a global model…

Definition of a Fuzzy Set Neighborhood of cell Ci,j is global SCA

Gi,j := {(Ck,l, ΥC i ,j, C k ,l) |for all Ck,l Є C, 0 ≤ Υ Ci,j, Ck,l

≤ 1}

C is a set of all cells in the CA.

ΥC i ,j, C k ,l represents an interaction coefficient that controls all possible interactions between a cell Ci,j and its global neighborhood Gi,j.

A function of inter-cell distance and cell population density.

Itamaracá, Itamaracá, CPqAM/FIOCRUZ!!!!CPqAM/FIOCRUZ!!!!

CPqAM/FIOCRUZ… a lot of information!!CPqAM/FIOCRUZ… a lot of information!!

a cellular automata

VaccinationPopulation

Demographics

Disease Parameters

Data Sets

Visualization

Interaction factors

Distances

Composition Model -Experiment

Population distribution over the north Denton region.

Total Population of 110000 distributed over a grid size of 50 * 100.

Total Population infected at the end of simulation: 48000

Infected Population distribution over the north Denton region.

Goals…Goals…

• Designing tools for investigating local disease clusters through simulation.

• What’s New?– Utilizing GIS and EPI information for modeling – Combining different simulation paradigms– Designing a tool kit to establish a computational

epidemiology model to

How?How?

• CNPq Project: UFRPE and CPqAM/FIOCRUZ

– CMS – Content Management Systems– Mathematical studies– Monitoring and modelling– Analysis e reports

Who?Who?

Jones Albuquerque, Computer ScienceEngineering Systems (DEINFO/UFRPE)Silvana Bocanegra, Computer ScienceMathematics (DEINFO/UFRPE)

UFRPE

GEOCERE Computer Science

Biology

UFABC

(Tereza Raquel, Mathematics/UFABC)

FIOCRUZ

CPqAM

Constança Barbosa, Biology (CPqAM/FIOCRUZ)

Reinaldo Santos, Imaging Processing and Biology (FIOCRUZ-Rio)

Mathematics

LNCC

(Paulo Sérgio, SVVR/LNCC)

When?When?

• Phases– CMS and Epidemiology 2006/2007– Mathematics 2007– Computer Science 2007/2008– Information System 2008– Software Engineering 2008