Class EvolutionaryOptimizer

java.lang.Object
org.episteme.natural.computing.ai.evolutionary.EvolutionaryOptimizer
public class EvolutionaryOptimizer extends Object
Genetic Algorithm for global optimization.

Evolutionary algorithm inspired by natural selection. Handles complex, multimodal, non-differentiable objective functions.

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Reference:
Nocedal, J., invalid input: '&' Wright, S. J. (2006). Numerical Optimization. Springer.

Since:
1.0
Author:
Silvere Martin-Michiellot, Gemini AI (Google DeepMind)

  • Constructor Details

    • EvolutionaryOptimizer

      public EvolutionaryOptimizer(Function<Real[],Real> fitness, int dimensions, Real[] lowerBounds, Real[] upperBounds, int populationSize)

  • Method Details

    • optimize

      public Real[] optimize(int generations)
      Runs genetic algorithm.
      Parameters:
      generations - number of generations
      Returns:
      best individual found

    • setMutationRate

      public void setMutationRate(double rate)

    • setCrossoverRate

      public void setCrossoverRate(double rate)

    • setElitismRate

      public void setElitismRate(double rate)