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Diffstat (limited to 'src/main/java/org/apache/commons/math/genetics/ElitisticListPopulation.java')
-rw-r--r-- | src/main/java/org/apache/commons/math/genetics/ElitisticListPopulation.java | 110 |
1 files changed, 110 insertions, 0 deletions
diff --git a/src/main/java/org/apache/commons/math/genetics/ElitisticListPopulation.java b/src/main/java/org/apache/commons/math/genetics/ElitisticListPopulation.java new file mode 100644 index 0000000..045632a --- /dev/null +++ b/src/main/java/org/apache/commons/math/genetics/ElitisticListPopulation.java @@ -0,0 +1,110 @@ +/* + * 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.math.genetics; + +import java.util.Collections; +import java.util.List; + +import org.apache.commons.math.util.FastMath; + +/** + * Population of chromosomes which uses elitism (certain percentace of the best + * chromosomes is directly copied to the next generation). + * + * @version $Revision: 990655 $ $Date: 2010-08-29 23:49:40 +0200 (dim. 29 août 2010) $ + * @since 2.0 + */ +public class ElitisticListPopulation extends ListPopulation { + + /** percentage of chromosomes copied to the next generation */ + private double elitismRate = 0.9; + + /** + * Creates a new ElitisticListPopulation instance. + * + * @param chromosomes + * list of chromosomes in the population + * @param populationLimit + * maximal size of the population + * @param elitismRate + * how many best chromosomes will be directly transferred to the + * next generation [in %] + */ + public ElitisticListPopulation(List<Chromosome> chromosomes, int populationLimit, double elitismRate) { + super(chromosomes, populationLimit); + this.elitismRate = elitismRate; + } + + /** + * Creates a new ListPopulation instance and initializes its inner + * chromosome list. + * + * @param populationLimit maximal size of the population + * @param elitismRate + * how many best chromosomes will be directly transferred to the + * next generation [in %] + */ + public ElitisticListPopulation(int populationLimit, double elitismRate) { + super(populationLimit); + this.elitismRate = elitismRate; + } + + /** + * Start the population for the next generation. The + * <code>{@link #elitismRate}<code> percents of the best + * chromosomes are directly copied to the next generation. + * + * @return the beginnings of the next generation. + */ + public Population nextGeneration() { + // initialize a new generation with the same parameters + ElitisticListPopulation nextGeneration = new ElitisticListPopulation(this.getPopulationLimit(), this.getElitismRate()); + + List<Chromosome> oldChromosomes = this.getChromosomes(); + Collections.sort(oldChromosomes); + + // index of the last "not good enough" chromosome + int boundIndex = (int) FastMath.ceil((1.0 - this.getElitismRate()) * oldChromosomes.size()); + for (int i=boundIndex; i<oldChromosomes.size(); i++) { + nextGeneration.addChromosome(oldChromosomes.get(i)); + } + return nextGeneration; + } + + /** + * Sets the elitism rate, i.e. how many best chromosomes will be directly + * transferred to the next generation [in %]. + * + * @param elitismRate + * how many best chromosomes will be directly transferred to the + * next generation [in %] + */ + public void setElitismRate(double elitismRate) { + if (elitismRate < 0 || elitismRate > 1) + throw new IllegalArgumentException("Elitism rate has to be in [0,1]"); + this.elitismRate = elitismRate; + } + + /** + * Access the elitism rate. + * @return the elitism rate + */ + public double getElitismRate() { + return this.elitismRate; + } + +} |