Class GeneticOptimizer

java.lang.Object

org.episteme.core.mathematics.optimization.GeneticOptimizer

public class GeneticOptimizer
extends Object

High-level optimizer that uses a Genetic Algorithm. Refactored to delegate to a high-performance technical backend using the Provider pattern.

Since:

1.0

Author:

Silvere Martin-Michiellot, Gemini AI (Google DeepMind)

Constructor Summary

Constructors

Constructor	Description
GeneticOptimizer()

Method Summary

Modifier and Type	Method	Description
static Real[]	optimize(Function<Real[],Real> fitnessFunction, int dimensions, int populationSize, int generations, double mutationRate)	Optimizes a function using a genetic algorithm.

Methods inherited from class Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait

Constructor Details

GeneticOptimizer

public GeneticOptimizer()

Method Details

optimize

public static Real[] optimize(Function<Real[],Real> fitnessFunction,
 int dimensions,
 int populationSize,
 int generations,
 double mutationRate)

Optimizes a function using a genetic algorithm.

Parameters:

fitnessFunction - the function to minimize

dimensions - number of variables

populationSize - size of the population

generations - number of iterations

mutationRate - probability of mutation

Returns:

the best individual found