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source: trunk/sources/HeuristicLab.Permutation/3.3/CyclicCrossover2.cs @ 2880

Last change on this file since 2880 was 2871, checked in by abeham, 15 years ago

readded references to operator descriptions and updated documentation
added OrderCrossover2 to implement the behavior described in our book (this was the behavior of the former OrderCrossover)
added CyclicCrossover2 to implement the behavior described in our book (this was the behavior of the former CyclicCrossover)
implemented unit tests for the new variants
#889

File size: 5.1 KB
Line 
1#region License Information
2/* HeuristicLab
3 * Copyright (C) 2002-2010 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
4 *
5 * This file is part of HeuristicLab.
6 *
7 * HeuristicLab is free software: you can redistribute it and/or modify
8 * it under the terms of the GNU General Public License as published by
9 * the Free Software Foundation, either version 3 of the License, or
10 * (at your option) any later version.
11 *
12 * HeuristicLab is distributed in the hope that it will be useful,
13 * but WITHOUT ANY WARRANTY; without even the implied warranty of
14 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
15 * GNU General Public License for more details.
16 *
17 * You should have received a copy of the GNU General Public License
18 * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
19 */
20#endregion
21
22using System;
23using HeuristicLab.Core;
24using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
25
26namespace HeuristicLab.Permutation {
27  /// <summary>
28  /// An operator which performs a variant of the cyclic crossover on two permutations.
29  /// </summary>
30  /// <remarks>It is implemented as described in Affenzeller, M. et al. 2009. Genetic Algorithms and Genetic Programming - Modern Concepts and Practical Applications. CRC Press. p. 136.<br />
31  /// The operator first selects a random position in the permutation and from that position copies the first cycle to the offspring.
32  /// Then all empty positions are filled from the second parent.
33  /// </remarks>
34  [Item("CyclicCrossover2", "An operator which performs the cyclic crossover on two permutations. It is implemented as described in Affenzeller, M. et al. 2009. Genetic Algorithms and Genetic Programming - Modern Concepts and Practical Applications. CRC Press. p. 136.")]
35  [EmptyStorableClass]
36  [Creatable("Test")]
37  public class CyclicCrossover2 : PermutationCrossover {
38    /// <summary>
39    /// Performs a variant of the cyclic crossover on <paramref name="parent1"/> and <paramref name="parent2"/>.
40    /// </summary>
41    /// <exception cref="ArgumentException">Thrown when <paramref name="parent1"/> and <paramref name="parent2"/> are not of equal length.</exception>
42    /// <exception cref="InvalidOperationException">Thrown if the numbers in the permutation elements are not in the range [0;N) with N = length of the permutation.</exception>
43    /// <remarks>
44    /// Start at a randomly chosen position x in parent1 and transfer it to the child at the same position.
45    /// Now this position x is no longer available for the node on position x in parent2, so
46    /// the value of the node at position x in parent2 is searched in parent1 and is then transferred
47    /// to the child preserving the position. Now this new position y is no longer available for the node in parent2 and so on.<br/>
48    /// This procedure is repeated until it is again at position x, then the cycle is over.<br/>
49    /// All further positions are copied from the second permutation.
50    /// </remarks>
51    /// <exception cref="ArgumentException">Thrown if the two parents are not of equal length.</exception>
52    /// <param name="random">The random number generator.</param>
53    /// <param name="parent1">The parent scope 1 to cross over.</param>
54    /// <param name="parent2">The parent scope 2 to cross over.</param>
55    /// <returns>The created cross over permutation as int array.</returns>
56    public static Permutation Apply(IRandom random, Permutation parent1, Permutation parent2) {
57      if (parent1.Length != parent2.Length) throw new ArgumentException("CyclicCrossover2: The parent permutations are of unequal length.");
58      int length = parent1.Length;
59      int[] result = new int[length];
60      bool[] indexCopied = new bool[length];
61      int j, number;
62
63      j = random.Next(length);  // get number to start cycle
64      while (!indexCopied[j]) {  // copy whole cycle to new permutation
65        result[j] = parent1[j];
66        number = parent2[j];
67        indexCopied[j] = true;
68
69        j = 0;
70        while ((j < length) && (parent1[j] != number)) {  // search copied number in second permutation
71          j++;
72        }
73      }
74
75      for (int i = 0; i < length; i++) {  // copy rest of secound permutation to new permutation
76        if (!indexCopied[i]) {
77          result[i] = parent2[i];
78        }
79      }
80      return new Permutation(result);
81    }
82
83    /// <summary>
84    /// Checks number of parents and calls <see cref="Apply(IRandom, Permutation, Permutation)"/>.
85    /// </summary>
86    /// <exception cref="InvalidOperationException">Thrown if there are not exactly two parents.</exception>
87    /// <param name="random">A random number generator.</param>
88    /// <param name="parents">An array containing the two permutations that should be crossed.</param>
89    /// <returns>The newly created permutation, resulting from the crossover operation.</returns>
90    protected override Permutation Cross(IRandom random, ItemArray<Permutation> parents) {
91      if (parents.Length != 2) throw new InvalidOperationException("CyclicCrossover2: The number of parents is not equal to 2.");
92      return Apply(random, parents[0], parents[1]);
93    }
94  }
95}
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