source: src/main/java/agents/org/apache/commons/math/genetics/TournamentSelection.java

Last change on this file was 1, checked in by Wouter Pasman, 7 years ago

Initial import : Genius 9.0.0

File size: 4.1 KB
Line 
1/*
2 * Licensed to the Apache Software Foundation (ASF) under one or more
3 * contributor license agreements. See the NOTICE file distributed with
4 * this work for additional information regarding copyright ownership.
5 * The ASF licenses this file to You under the Apache License, Version 2.0
6 * (the "License"); you may not use this file except in compliance with
7 * the License. You may obtain a copy of the License at
8 *
9 * http://www.apache.org/licenses/LICENSE-2.0
10 *
11 * Unless required by applicable law or agreed to in writing, software
12 * distributed under the License is distributed on an "AS IS" BASIS,
13 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 * See the License for the specific language governing permissions and
15 * limitations under the License.
16 */
17package agents.org.apache.commons.math.genetics;
18
19import java.util.ArrayList;
20import java.util.List;
21
22/**
23 * Tournament selection scheme. Each of the two selected chromosomes is selected
24 * based on n-ary tournament -- this is done by drawing {@link #arity} random
25 * chromosomes without replacement from the population, and then selecting the
26 * fittest chromosome among them.
27 *
28 * @since 2.0
29 * @version $Revision: 811685 $ $Date: 2009-09-05 19:36:48 +0200 (sam. 05 sept. 2009) $
30 */
31public class TournamentSelection implements SelectionPolicy {
32
33 /** number of chromosomes included in the tournament selections */
34 private int arity;
35
36 /**
37 * Creates a new TournamentSelection instance.
38 *
39 * @param arity
40 * how many chromosomes will be drawn to the tournament
41 */
42 public TournamentSelection(int arity) {
43 this.arity = arity;
44 }
45
46 /**
47 * Select two chromosomes from the population. Each of the two selected
48 * chromosomes is selected based on n-ary tournament -- this is done by
49 * drawing {@link #arity} random chromosomes without replacement from the
50 * population, and then selecting the fittest chromosome among them.
51 *
52 * @param population
53 * the population from which the chromosomes are choosen.
54 * @return the selected chromosomes.
55 */
56 public ChromosomePair select(Population population) {
57 return new ChromosomePair(
58 tournament((ListPopulation) population),
59 tournament((ListPopulation)population)
60 );
61 }
62
63 /**
64 * Helper for {@link #select(Population)}. Draw {@link #arity} random
65 * chromosomes without replacement from the population, and then select the
66 * fittest chromosome among them.
67 *
68 * @param population
69 * the population from which the chromosomes are choosen.
70 * @return the selected chromosome.
71 */
72 private Chromosome tournament(ListPopulation population) {
73 if (population.getPopulationSize() < this.arity)
74 throw new IllegalArgumentException("Tournament arity cannot be bigger than population size.");
75 // auxiliary population
76 ListPopulation tournamentPopulation = new ListPopulation(this.arity) {
77 public Population nextGeneration() {
78 // not useful here
79 return null;
80 }
81 };
82
83 // create a copy of the chromosome list
84 List<Chromosome> chromosomes = new ArrayList<Chromosome> (population.getChromosomes());
85 for (int i=0; i<this.arity; i++) {
86 // select a random individual and add it to the tournament
87 int rind = GeneticAlgorithm.getRandomGenerator().nextInt(chromosomes.size());
88 tournamentPopulation.addChromosome(chromosomes.get(rind));
89 // do not select it again
90 chromosomes.remove(rind);
91 }
92 // the winner takes it all
93 return tournamentPopulation.getFittestChromosome();
94 }
95
96 /**
97 * Gets the arity (number of chromosomes drawn to the tournament).
98 *
99 * @return arity of the tournament
100 */
101 public int getArity() {
102 return arity;
103 }
104
105 /**
106 * Sets the arity (number of chromosomes drawn to the tournament).
107 *
108 * @param arity arity of the tournament
109 */
110 public void setArity(int arity) {
111 this.arity = arity;
112 }
113
114}
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