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 | */
|
---|
17 | package agents.org.apache.commons.math.genetics;
|
---|
18 |
|
---|
19 | import java.util.ArrayList;
|
---|
20 | import 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 | */
|
---|
31 | public 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 | }
|
---|