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package org.apache.commons.math3.genetics;

Individual in a population. Chromosomes are compared based on their fitness.

The chromosomes are IMMUTABLE, and so their fitness is also immutable and therefore it can be cached.

Since:2.0
/** * Individual in a population. Chromosomes are compared based on their fitness. * <p> * The chromosomes are IMMUTABLE, and so their fitness is also immutable and * therefore it can be cached. * * @since 2.0 */
public abstract class Chromosome implements Comparable<Chromosome>,Fitness {
Value assigned when no fitness has been computed yet.
/** Value assigned when no fitness has been computed yet. */
private static final double NO_FITNESS = Double.NEGATIVE_INFINITY;
Cached value of the fitness of this chromosome.
/** Cached value of the fitness of this chromosome. */
private double fitness = NO_FITNESS;
Access the fitness of this chromosome. The bigger the fitness, the better the chromosome.

Computation of fitness is usually very time-consuming task, therefore the fitness is cached.

Returns:the fitness
/** * Access the fitness of this chromosome. The bigger the fitness, the better the chromosome. * <p> * Computation of fitness is usually very time-consuming task, therefore the fitness is cached. * * @return the fitness */
public double getFitness() { if (this.fitness == NO_FITNESS) { // no cache - compute the fitness this.fitness = fitness(); } return this.fitness; }
Compares two chromosomes based on their fitness. The bigger the fitness, the better the chromosome.
Params:
  • another – another chromosome to compare
Returns:
  • -1 if another is better than this
  • 1 if another is worse than this
  • 0 if the two chromosomes have the same fitness
/** * Compares two chromosomes based on their fitness. The bigger the fitness, the better the chromosome. * * @param another another chromosome to compare * @return * <ul> * <li>-1 if <code>another</code> is better than <code>this</code></li> * <li>1 if <code>another</code> is worse than <code>this</code></li> * <li>0 if the two chromosomes have the same fitness</li> * </ul> */
public int compareTo(final Chromosome another) { return Double.compare(getFitness(), another.getFitness()); }
Returns true iff another has the same representation and therefore the same fitness. By default, it returns false -- override it in your implementation if you need it.
Params:
  • another – chromosome to compare
Returns:true if another is equivalent to this chromosome
/** * Returns <code>true</code> iff <code>another</code> has the same representation and therefore the same fitness. By * default, it returns false -- override it in your implementation if you need it. * * @param another chromosome to compare * @return true if <code>another</code> is equivalent to this chromosome */
protected boolean isSame(final Chromosome another) { return false; }
Searches the population for another chromosome with the same representation. If such chromosome is found, it is returned, if no such chromosome exists, returns null.
Params:
  • population – Population to search
Returns:Chromosome with the same representation, or null if no such chromosome exists.
/** * Searches the <code>population</code> for another chromosome with the same representation. If such chromosome is * found, it is returned, if no such chromosome exists, returns <code>null</code>. * * @param population Population to search * @return Chromosome with the same representation, or <code>null</code> if no such chromosome exists. */
protected Chromosome findSameChromosome(final Population population) { for (Chromosome anotherChr : population) { if (this.isSame(anotherChr)) { return anotherChr; } } return null; }
Searches the population for a chromosome representing the same solution, and if it finds one, updates the fitness to its value.
Params:
  • population – Population to search
/** * Searches the population for a chromosome representing the same solution, and if it finds one, * updates the fitness to its value. * * @param population Population to search */
public void searchForFitnessUpdate(final Population population) { Chromosome sameChromosome = findSameChromosome(population); if (sameChromosome != null) { fitness = sameChromosome.getFitness(); } } }