Cellular Genetic Algorithm

Topology-Based Minimization Simulator

Topology

Population Structure

Balanced local diffusion, spatial waves of improvement

Problem

Fitness Function (Minimize)

Parameters

Population400

Genome Length20

Mutation Rate0.10

Crossover Rate0.80

Rewire Prob (SW)0.10

Speed30 FPS

Display

Show Connections

Population Fitness Landscape

Optimal

Good

Poor

Worst

Generation

Best Fitness

0.000

Avg Fitness

0.000

Diversity

0.000

Fitness Evolution

Understanding Minimization

In this simulation, fitness = 0 is optimal. Lower values are better. Green indicates individuals close to the optimum, while orange/red shows poor solutions. Watch how different topologies affect the speed and pattern of fitness reduction across the population.