1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2010 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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4 | *
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5 | * This file is part of HeuristicLab.
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6 | *
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7 | * HeuristicLab is free software: you can redistribute it and/or modify
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8 | * it under the terms of the GNU General Public License as published by
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9 | * the Free Software Foundation, either version 3 of the License, or
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10 | * (at your option) any later version.
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11 | *
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12 | * HeuristicLab is distributed in the hope that it will be useful,
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13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
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14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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15 | * GNU General Public License for more details.
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16 | *
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17 | * You should have received a copy of the GNU General Public License
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18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
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19 | */
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20 | #endregion
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21 |
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22 | using System;
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23 | using System.Collections.Generic;
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24 | using System.Text;
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25 | using HeuristicLab.Core;
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26 | using HeuristicLab.Data;
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27 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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28 |
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29 | namespace HeuristicLab.Permutation {
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30 | /// <summary>
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31 | /// Performs a cross over permutation between two permutation arrays based on randomly chosen positions.
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32 | /// </summary>
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33 | /// <remarks>
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34 | /// Implemented as described in Syswerda, G. (1991). Schedule Optimization Using Genetic Algorithms,
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35 | /// in Davis, L. (Ed.) Handbook of Genetic Algorithms, Van Nostrand Reinhold, New York, pp 332-349.
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36 | /// </remarks>
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37 | [Item("PositionBasedCrossover", "An operator which performs the position based crossover on two permutations.")]
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38 | [EmptyStorableClass]
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39 | [Creatable("Test")]
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40 | public class PositionBasedCrossover : PermutationCrossover {
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41 | /// <summary>
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42 | /// Performs a cross over permutation of <paramref name="parent1"/> and <paramref name="parent2"/>
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43 | /// based on randomly chosen positions to define which position to take from where.
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44 | /// </summary>
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45 | /// <exception cref="ArgumentException">Thrown when <paramref name="parent1"/> and <paramref name="parent2"/> are not of equal length.</exception>
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46 | /// <param name="random">The random number generator.</param>
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47 | /// <param name="parent1">First parent</param>
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48 | /// <param name="parent2">Second Parent</param>
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49 | /// <returns>Child</returns>
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50 | public static Permutation Apply(IRandom random, Permutation parent1, Permutation parent2) {
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51 | if (parent1.Length != parent2.Length) throw new ArgumentException("PositionBasedCrossover: The parent permutations are of unequal length.");
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52 | int length = parent1.Length;
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53 | int[] result = new int[length];
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54 | bool[] randomPosition = new bool[length];
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55 | bool[] numberCopied = new bool[length];
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56 | int randomPosNumber = random.Next(length);
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57 |
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58 | for (int i = 0; i < randomPosNumber; i++) { // generate random bit mask
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59 | randomPosition[random.Next(length)] = true;
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60 | }
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61 |
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62 | for (int i = 0; i < length; i++) { // copy numbers masked as true from second permutation
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63 | if (randomPosition[i]) {
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64 | result[i] = parent2[i];
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65 | numberCopied[parent2[i]] = true;
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66 | }
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67 | }
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68 |
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69 | int index = 0;
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70 | for (int i = 0; i < length; i++) { // copy numbers masked as false from first permutation
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71 | if (!numberCopied[parent1[i]]) {
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72 | if (randomPosition[index]) {
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73 | while (randomPosition[index]) {
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74 | index++;
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75 | }
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76 | }
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77 | result[index] = parent1[i];
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78 | index++;
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79 | }
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80 | }
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81 |
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82 | return new Permutation(result);
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83 | }
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84 |
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85 | /// <summary>
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86 | /// Performs a position-based crossover operation for two given parent permutations.
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87 | /// </summary>
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88 | /// <exception cref="InvalidOperationException">Thrown if there are not exactly two parents.</exception>
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89 | /// <param name="random">A random number generator.</param>
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90 | /// <param name="parents">An array containing the two permutations that should be crossed.</param>
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91 | /// <returns>The newly created permutation, resulting from the crossover operation.</returns>
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92 | protected override Permutation Cross(IRandom random, ItemArray<Permutation> parents) {
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93 | if (parents.Length != 2) throw new InvalidOperationException("ERROR in PositionBasedCrossover: The number of parents is not equal to 2");
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94 | return Apply(random, parents[0], parents[1]);
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95 | }
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96 | }
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97 | }
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