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The Study of Microevolution Using Agent-Based Modeling

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Presentation on theme: "The Study of Microevolution Using Agent-Based Modeling"— Presentation transcript:

1 The Study of Microevolution Using Agent-Based Modeling
Matt Fifer Computer Systems Research Project

2 Abstract Agent-Based Agent and Environment classes
Rules for interaction reside in agents Results predictable but not controllable Microevolution Small variations in average characteristics in a community Process occurs because of inheritability “Strongest” organisms survive and pass traits on

3 Purpose Controversial issue Creationism vs. Darwinism
Most basic processes debated about The Experiment Will attempt to model natural selection at work If the characteristics have changed, evolution has occurred

4 Background Meiosis Formation of gametes (sperm/egg) Crossing over
Chromosomes, genes, and nucleotides Natural Selection (a closer look) Organisms with favorable traits will survive more More survivors = passing on more genes Favorable traits become more prominent “Less fit” organisms gradually reduce in number or perish altogether

5 Procedure Initialization Environment class has matrix of agents
Each cell in matrix either occupied or empty Organisms equipped with genomes Simulation Divided into steps Organisms interact with neighbors Can either reproduce, move, kill, die, or stay still

6 Algorithms Agent-Environment
Agent interacts with other agents through environment Environment collects statistics from matrix Meiosis Crossing over Random assortment Interaction Chances of actions depend on genome

7 Results Action probabilities, with mutation Action probabilities,
without mutation

8 Results (continued) Population over time, with mutation
without mutation

9 Conclusions Microevolution
Observe huge increase in tendency to reproduce Population swings as organisms compete Start vs. Finish Beneficial characteristics increase in prevalence “Super-organisms” thrive; population explosion Mutation vs. No Mutation Same trends, both stabilize Mutation naturally a little more volatile

10 Resources For more information about this topic:
Consult the Advanced Placement Biology textbook Read Darwin’s The Origin of Species Talk to an AP Biology student All of the functions and graphs used in this presentation were written/created by the presenter


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