/*
* Licensed to the Apache Software Foundation (ASF) under one or more
* contributor license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright ownership.
* The ASF licenses this file to You under the Apache License, Version 2.0
* (the "License"); you may not use this file except in compliance with
* the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
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();
}
}
}