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Simulation of Infectious Diseases Using Agent-Based Versus System Dynamics Models Omar Alam.

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Presentation on theme: "Simulation of Infectious Diseases Using Agent-Based Versus System Dynamics Models Omar Alam."— Presentation transcript:

1 Simulation of Infectious Diseases Using Agent-Based Versus System Dynamics Models
Omar Alam

2 Problem definition People contract diseases.
Infected people can can infect healthy people. How to study this infection dynamics?

3 Problem definition People contract diseases.
Infected people can can infect healthy people. How to study this infection dynamics? Simulation of infection models

4 Solution! AB: Statecharts FSD using CBD

5 Epidemic models Source: Deterministic Modeling of Infectious Diseases: Theory and Models. Trottier et al.

6 SIR model Source: Deterministic Modeling of Infectious Diseases: Theory and Models. Trottier et al.

7 SIR model Kermack-Mckendric model Used to study plaque in London ( ), and Bombay in Cholera in London 1865

8 SIR model Source:

9 SIR model Beta: infection rate Alpha: infection period
Source:

10 SIR model

11 SIR model Initial population SM1 SM2 SN S Initial infected I IA IN
Infection rate RM Recovery rate R

12 SIR model Population: 1000, Initial infection 4, Infection period: 3, infection rate 0.2

13 A statechart for each individual
Statecharts approach A statechart for each individual Multiple statecharts Enable moving

14 Statecharts approach: architecture

15 Statecharts approach: architecture
Controller

16 Statecharts approach: architecture
Creates, initializes, and changes status Controller

17 Statecharts approach: architecture
Creates, initializes, and changes status Controller Updates location

18 Statecharts approach: results
recovered susceptible infected Population: 1000, initial infection 4, infection period 3

19 Statecharts approach: results
Population: 500, initial infection 2, infection period 3

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