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Introduction to the Modeling and Analysis of Complex Systems

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438 CHAPTER 19. AGENT-BASED MODELSFigure 19.2 shows <strong>the</strong> result with <strong>the</strong> neighborhood radius r=0.1 <strong>and</strong> <strong>the</strong> thresholdfor moving th = 0.5. It is clearly observed that <strong>the</strong> agents self-organize from an initiallyr<strong>and</strong>om distribution <strong>to</strong> a patchy pattern where <strong>the</strong> two types are clearly segregated fromeach o<strong>the</strong>r.1.01.01.00.80.80.80.60.60.60.40.40.40.20.20.20.00.0 0.2 0.4 0.6 0.8 1.00.00.0 0.2 0.4 0.6 0.8 1.00.00.0 0.2 0.4 0.6 0.8 1.0Figure 19.2: Visual output <strong>of</strong> Code 19.8. Time flows from left <strong>to</strong> right.Exercise 19.2 Conduct simulations <strong>of</strong> Schelling’s segregation model with th(threshold for moving), r (neighborhood radius), <strong>and</strong>/or n (population size = density)varied systematically. Determine <strong>the</strong> condition in which segregation occurs.Is <strong>the</strong> transition gradual or sharp?Exercise 19.3 Develop a metric that characterizes <strong>the</strong> level <strong>of</strong> segregation from<strong>the</strong> positions <strong>of</strong> <strong>the</strong> two types <strong>of</strong> agents. Then plot how this metric changes asparameter values are varied.Here are some o<strong>the</strong>r well-known models that show quite unique emergent patternsor dynamic behaviors. They can be implemented as an ABM by modifying <strong>the</strong> code forSchelling’s segregation model. Have fun!Exercise 19.4 Diffusion-limited aggregation Diffusion-limited aggregation(DLA) is a growth process <strong>of</strong> clusters <strong>of</strong> aggregated particles driven by <strong>the</strong>ir r<strong>and</strong>omdiffusion. There are two types <strong>of</strong> particles, like in Schelling’s segregation

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