1 | using HeuristicLab.Analysis;
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2 | using HeuristicLab.Common;
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3 | using HeuristicLab.Core;
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4 | using HeuristicLab.Data;
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5 | using HeuristicLab.Data.MoveVectorData;
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6 | using HeuristicLab.Data.MoveVectorData.Moves;
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7 | using HeuristicLab.Encodings.MoveVectorEncoding;
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8 | using HeuristicLab.Optimization;
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9 | using HeuristicLab.Parameters;
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10 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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11 | using System;
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12 | using System.Collections.Generic;
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13 |
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14 | namespace HeuristicLab.Problems.BlocksRelocationProblem
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15 | {
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16 |
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17 | [Item("Blocks Relocation Problem (BRP)", "Represents a Blocks Relocation Problem.")]
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18 | [Creatable(CreatableAttribute.Categories.CombinatorialProblems, Priority = 111)]
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19 | [StorableClass]
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20 | public class BlocksRelocationProblem : SingleObjectiveBasicProblem<MoveVectorEncoding>
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21 | {
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22 | private const int INITIAL_WIDTH = 6;
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23 | private const int INITIAL_HEIGHT = 7;
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24 | private const double INITIAL_FILL_RATE = 0.5;
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25 |
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26 | #region Parameter Properties
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27 | protected IValueParameter<IntValue> StackAreaWidthParameter
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28 | {
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29 | get { return (IValueParameter<IntValue>)Parameters["StackAreaWidth"]; }
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30 | }
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31 | protected IValueParameter<IntValue> StackAreaHeightParameter
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32 | {
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33 | get { return (IValueParameter<IntValue>)Parameters["StackAreaHeight"]; }
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34 | }
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35 | protected IValueParameter<IntValue> MaximumMovesParameter
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36 | {
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37 | get { return (IValueParameter<IntValue>)Parameters["MaximumMoves"]; }
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38 | }
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39 | protected IValueParameter<IntValue> InitSeedParameter
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40 | {
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41 | get { return (IValueParameter<IntValue>)Parameters["InitSeed"]; }
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42 | }
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43 | protected IValueParameter<DoubleValue> FillRateParameter
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44 | {
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45 | get { return (IValueParameter<DoubleValue>)Parameters["FillRate"]; }
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46 | }
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47 | protected IValueParameter<StackingArea> StartStackAreaParameter
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48 | {
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49 | get { return (IValueParameter<StackingArea>)Parameters["StartStackArea"]; }
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50 | }
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51 | protected IValueParameter<MoveVector> BestKnownSolutionParameter
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52 | {
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53 | get { return (IValueParameter<MoveVector>)Parameters["BestKnownSolution"]; }
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54 | }
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55 | protected IValueParameter<StackingArea> BestKnownStackAreaParameter
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56 | {
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57 | get { return (IValueParameter<StackingArea>)Parameters["BestKnownStackArea"]; }
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58 | }
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59 | protected IValueParameter<IntValue> BestKnownDislocatedParameter
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60 | {
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61 | get { return (IValueParameter<IntValue>)Parameters["BestKnownDislocated"]; }
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62 | }
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63 | protected IValueParameter<IntValue> BestKnownMovesParameter
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64 | {
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65 | get { return (IValueParameter<IntValue>)Parameters["BestKnownMoves"]; }
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66 | }
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67 | #endregion
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68 |
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69 | #region Properties
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70 | public int StackAreaWidth
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71 | {
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72 | get { return StackAreaWidthParameter.Value.Value; }
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73 | set
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74 | {
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75 | StackAreaWidthParameter.Value.Value = value;
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76 | Encoding.Length = value;
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77 | }
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78 | }
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79 | public int StackAreaHeight
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80 | {
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81 | get { return StackAreaHeightParameter.Value.Value; }
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82 | set {
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83 | StackAreaHeightParameter.Value.Value = value;
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84 | Encoding.Bounds[0, 0] = 0;
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85 | Encoding.Bounds[0, 1] = value;
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86 | }
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87 | }
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88 | public int MaximumMoves
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89 | {
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90 | get { return MaximumMovesParameter.Value.Value; }
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91 | set
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92 | {
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93 | MaximumMovesParameter.Value.Value = value;
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94 | Encoding.Length = value;
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95 | }
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96 | }
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97 | public int InitSeed
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98 | {
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99 | get { return InitSeedParameter.Value.Value; }
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100 | set { InitSeedParameter.Value.Value = value; }
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101 | }
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102 | public double FillRate
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103 | {
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104 | get { return FillRateParameter.Value.Value; }
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105 | set { FillRateParameter.Value.Value = value; }
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106 | }
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107 | public StackingArea StartStackArea
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108 | {
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109 | get { return StartStackAreaParameter.Value; }
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110 | set { StartStackAreaParameter.Value = value; }
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111 | }
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112 | public MoveVector BestKnownSolution
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113 | {
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114 | get { return BestKnownSolutionParameter.Value; }
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115 | set { BestKnownSolutionParameter.Value = value; }
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116 | }
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117 | public StackingArea BestKnownStackArea
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118 | {
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119 | get { return BestKnownStackAreaParameter.Value; }
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120 | set { BestKnownStackAreaParameter.Value = value; }
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121 | }
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122 | public IntValue BestKnownDislocated
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123 | {
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124 | get { return BestKnownDislocatedParameter.Value; }
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125 | set { BestKnownDislocatedParameter.Value = value; }
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126 | }
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127 | public IntValue BestKnownMoves
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128 | {
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129 | get { return BestKnownMovesParameter.Value; }
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130 | set { BestKnownMovesParameter.Value = value; }
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131 | }
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132 | #endregion
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133 |
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134 | #region Cloning
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135 | [StorableConstructor]
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136 | protected BlocksRelocationProblem(bool deserializing) : base(deserializing) { }
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137 | public BlocksRelocationProblem(BlocksRelocationProblem alg, Cloner cloner) : base(alg, cloner)
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138 | {
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139 | RegisterEventHandlers();
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140 | }
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141 | public override IDeepCloneable Clone(Cloner cloner)
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142 | {
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143 | return new BlocksRelocationProblem(this, cloner);
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144 | }
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145 | [StorableHook(HookType.AfterDeserialization)]
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146 | private void AfterDeserialization()
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147 | {
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148 | RegisterEventHandlers();
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149 | }
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150 | #endregion
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151 |
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152 | public BlocksRelocationProblem() {
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153 | Parameters.Add(new OptionalValueParameter<IntValue>("StackAreaWidth", "Defines the width of the stacking arew.", new IntValue(INITIAL_WIDTH)));
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154 | Parameters.Add(new OptionalValueParameter<IntValue>("StackAreaHeight", "Defines the maximum height of the stacking area.", new IntValue(INITIAL_HEIGHT)));
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155 | Parameters.Add(new OptionalValueParameter<IntValue>("MaximumMoves", "Defines the maximum ammount of move actions.", new IntValue(2 * INITIAL_WIDTH * INITIAL_HEIGHT)));
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156 | Parameters.Add(new OptionalValueParameter<IntValue>("InitSeed", "Seed for the random stacking area number generator.", new IntValue(Convert.ToInt32(DateTime.Now.Ticks % 10000))));
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157 | Parameters.Add(new OptionalValueParameter<DoubleValue>("FillRate", "How much containers are randomly generated in the stacking area.", new DoubleValue(INITIAL_FILL_RATE)));
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158 | Parameters.Add(new OptionalValueParameter<StackingArea>("StartStackArea", "Defines the status of the stacking area at the start of the computation.", new StackingArea(StackAreaWidth, StackAreaHeight)));
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159 | Parameters.Add(new OptionalValueParameter<StackingArea>("BestKnownStackArea", "Best known StackArea solution."));
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160 | Parameters.Add(new OptionalValueParameter<MoveVector>("BestKnownSolution", "Best Solution found."));
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161 | Parameters.Add(new OptionalValueParameter<IntValue>("BestKnownDislocated", "Best amount of dislocated containers found."));
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162 | Parameters.Add(new OptionalValueParameter<IntValue>("BestKnownMoves", "Best amount of moves found."));
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163 | Encoding = new MoveVectorEncoding(MaximumMoves, 0, StackAreaWidth);
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164 | Encoding.SolutionCreator.MoveTypes = new List<Type>() { typeof(TwoPointMove) };
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165 | RandomizeStackingAreas();
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166 | RegisterEventHandlers();
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167 | }
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168 |
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169 | private void RandomizeStackingAreas()
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170 | {
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171 | StartStackArea.Randomize(FillRate, InitSeed);
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172 | }
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173 |
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174 | public override IEnumerable<Individual> GetNeighbors(Individual individual, IRandom random)
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175 | {
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176 | var neighbours = new List<Individual>();
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177 | var currentSolution = individual.MoveVector();
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178 |
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179 | for (int i = 0; i < currentSolution.Length; i++)
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180 | {
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181 | //change moves
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182 | var move = currentSolution[i];
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183 | foreach (var newMove in move.GenerateNeighbours(random, 0, StackAreaWidth - 1))
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184 | {
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185 | var copy1 = individual.Copy();
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186 | copy1.MoveVector()[i] = newMove;
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187 | neighbours.Add(copy1);
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188 | }
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189 |
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190 | //change position
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191 | if (currentSolution.Length > 1)
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192 | {
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193 | var len = currentSolution.Length - 1;
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194 | var right = individual.Copy();
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195 | var r = right.MoveVector();
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196 | var left = individual.Copy();
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197 | var l = left.MoveVector();
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198 | if (i == 0)
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199 | {
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200 | r[i].Enabled = true;
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201 | Swap(r, i, i + 1);
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202 | l[i].Enabled = true;
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203 | Swap(l, i, len);
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204 | }
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205 | else if (i == len)
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206 | {
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207 | r[i].Enabled = true;
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208 | Swap(r, i, 0);
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209 | l[i].Enabled = true;
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210 | Swap(l, i, i - 1);
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211 | }
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212 | else
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213 | {
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214 | r[i].Enabled = true;
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215 | Swap(r, i, i + 1);
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216 | l[i].Enabled = true;
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217 | Swap(l, i, i - 1);
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218 | }
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219 | neighbours.Add(right);
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220 | neighbours.Add(left);
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221 | }
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222 | }
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223 |
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224 | neighbours.AddRange(base.GetNeighbors(individual, random));
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225 | return neighbours;
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226 | }
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227 |
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228 | private static void Swap(MoveVector c, int index1, int index2)
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229 | {
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230 | var save = c[index1];
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231 | c[index1] = c[index2];
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232 | c[index2] = save;
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233 | }
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234 |
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235 | #region EventHandlers
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236 | private void RegisterEventHandlers()
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237 | {
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238 | //this.Reset += StackingProblem_Reset;
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239 | StackAreaWidthParameter.Value.ValueChanged += StackAreaDimensions_Changed;
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240 | StackAreaHeightParameter.Value.ValueChanged += StackAreaDimensions_Changed;
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241 | MaximumMovesParameter.Value.ValueChanged += MaxiumumMoves_Changed;
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242 | InitSeedParameter.Value.ValueChanged += InitSeed_Changed;
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243 | FillRateParameter.Value.ValueChanged += FillRate_Changed;
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244 | }
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245 |
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246 | private void FillRate_Changed(object sender, EventArgs e)
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247 | {
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248 | RandomizeStackingAreas();
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249 | }
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250 |
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251 | private void InitSeed_Changed(object sender, EventArgs e)
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252 | {
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253 | RandomizeStackingAreas();
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254 | }
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255 |
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256 | private void MaxiumumMoves_Changed(object sender, EventArgs e)
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257 | {
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258 | Encoding.Length = MaximumMoves;
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259 | }
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260 |
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261 | private void StackAreaDimensions_Changed(object sender, EventArgs e)
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262 | {
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263 | StartStackArea = new StackingArea(StackAreaWidth, StackAreaHeight);
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264 | RandomizeStackingAreas();
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265 | Encoding.Bounds[0, 0] = 0;
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266 | Encoding.Bounds[0, 1] = StackAreaWidth;
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267 | MaximumMoves = 2 * StackAreaWidth * StackAreaHeight;
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268 | Encoding.Length = MaximumMoves;
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269 | }
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270 | #endregion
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271 |
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272 | public override bool Maximization { get { return false; } }
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273 |
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274 | public static double Evaluate(MoveVector moveVector, ref StackingArea area, ref EvaluationResult result)
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275 | {
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276 | int height = area.MaxHeight;
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277 | int width = area.Size;
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278 | int score = 0, dislocated = 0;
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279 | int realMoves = 0;
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280 | int moves = StackingArea.ApplyMoves(ref area, moveVector, out realMoves);
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281 |
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282 | for (int stack = 0; stack < width; stack++)
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283 | {
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284 | int containerCount = height;
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285 |
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286 | for (int row = height - 1; row >= 0; row--)
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287 | {
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288 | if (area[row, stack] == 0)
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289 | {
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290 | containerCount--;
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291 | } else
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292 | {
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293 | int diff = 0;
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294 | if (row != height - 1 && area[row + 1, stack] != 0)
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295 | {
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296 | diff = area[row, stack] - area[row + 1, stack] - 1;
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297 | }
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298 | int atop = containerCount - row;
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299 | int rowScore = 0;
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300 | if (diff < 0)
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301 | {
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302 | dislocated++;
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303 | rowScore = Convert.ToInt32(Math.Pow(diff, 2) + 20) * atop;
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304 | } else
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305 | {
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306 | rowScore = diff * atop;
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307 | }
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308 | score = score + rowScore;
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309 | }
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310 | }
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311 | }
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312 | result.moves = realMoves;
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313 | result.dislocated = dislocated;
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314 | return score * dislocated + moves;
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315 | }
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316 |
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317 | public override double Evaluate(Individual individual, IRandom random)
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318 | {
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319 | MoveVector moveVector = individual.MoveVector();
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320 | StackingArea newStackingArea = (StackingArea)StartStackArea.Clone();
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321 | EvaluationResult result = new EvaluationResult();
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322 | double quality = Evaluate(moveVector, ref newStackingArea, ref result);
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323 | if (BestKnownQuality.Equals(double.NaN) || quality < BestKnownQuality)
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324 | {
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325 | BestKnownQuality = quality;
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326 | BestKnownSolution = moveVector;
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327 | BestKnownStackArea = newStackingArea;
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328 | BestKnownDislocated = new IntValue(result.dislocated);
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329 | BestKnownMoves = new IntValue(result.moves);
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330 | }
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331 | return quality;
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332 | }
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333 |
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334 | public override void Analyze(Individual[] individuals, double[] qualities, ResultCollection results, IRandom random)
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335 | {
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336 | base.Analyze(individuals, qualities, results, random);
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337 |
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338 | /*
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339 | var orderedIndividuals = individuals.Zip(qualities, (i, q) => new { Individual = i, Quality = q }).OrderBy(z => z.Quality);
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340 | var best = orderedIndividuals.First().Individual;
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341 |
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342 | MoveVector moveVector = best.MoveVector();
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343 | StackingArea newStackingArea = (StackingArea)StartStackArea.Clone();
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344 | EvaluationResult result = new EvaluationResult();
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345 | double quality = Evaluate(moveVector, ref newStackingArea, ref result);
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346 | if (!results.ContainsKey("BestKnownQuality"))
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347 | {
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348 | results.Add(new Result("BestKnownQuality", typeof(DoubleValue)));
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349 | }
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350 | if (!results.ContainsKey("BestKnownSolution"))
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351 | {
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352 | results.Add(new Result("BestKnownSolution", typeof(MoveVector)));
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353 | }
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354 | if (!results.ContainsKey("BestKnownMoves"))
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355 | {
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356 | results.Add(new Result("BestKnownMoves", typeof(IntValue)));
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357 | }
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358 | if (!results.ContainsKey("BestKnownDislocated"))
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359 | {
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360 | results.Add(new Result("BestKnownDislocated", typeof(IntValue)));
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361 | }
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362 | if (!results.ContainsKey("BestKnownStackingArea"))
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363 | {
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364 | results.Add(new Result("BestKnownStackingArea", typeof(StackingArea)));
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365 | }
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366 |
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367 | if (results["BestKnownQuality"].Value == null || ((DoubleValue)results["BestKnownQuality"].Value).Value > BestKnownQuality)
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368 | {
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369 | results["BestKnownQuality"].Value = new DoubleValue(BestKnownQuality);
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370 | results["BestKnownSolution"].Value = (IItem)BestKnownSolution.Clone();
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371 | results["BestKnownMoves"].Value = new IntValue(BestKnownMoves.Value);
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372 | results["BestKnownDislocated"].Value = new IntValue(BestKnownDislocated.Value);
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373 | results["BestKnownStackingArea"].Value = (IItem)BestKnownStackArea.Clone();
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374 | }*/
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375 |
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376 | if (!results.ContainsKey("Move History"))
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377 | {
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378 | string description = "Shows move amount.";
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379 | Analysis.DataTable add;
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380 | add = new Analysis.DataTable("Amount of Moves", description);
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381 | add.VisualProperties.XAxisTitle = "Iteration";
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382 | add.VisualProperties.YAxisTitle = "Moves";
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383 | results.Add(new Result("Move History", description, add));
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384 | }
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385 |
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386 | if (!results.ContainsKey("Dislocated History"))
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387 | {
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388 | string description = "Shows move amount.";
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389 | Analysis.DataTable add;
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390 | add = new Analysis.DataTable("Dislocated Containers", description);
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391 | add.VisualProperties.XAxisTitle = "Iteration";
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392 | add.VisualProperties.YAxisTitle = "Dislocated Containers";
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393 | results.Add(new Result("Dislocated History", description, add));
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394 | }
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395 |
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396 | Analysis.DataTable moveHistory = (Analysis.DataTable)results["Move History"].Value;
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397 | Analysis.DataRow row;
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398 | if (!moveHistory.Rows.TryGetValue("MoveDistribution", out row))
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399 | {
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400 | row = new Analysis.DataRow("MoveDistribution");
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401 | row.VisualProperties.ChartType = DataRowVisualProperties.DataRowChartType.Line;
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402 | moveHistory.Rows.Add(row);
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403 | }
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404 | row.Values.Add(BestKnownMoves.Value);
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405 |
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406 | Analysis.DataTable dislocatedHistory = (Analysis.DataTable)results["Dislocated History"].Value;
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407 | if (!dislocatedHistory.Rows.TryGetValue("DislocatedDistribution", out row))
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408 | {
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409 | row = new Analysis.DataRow("DislocatedDistribution");
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410 | row.VisualProperties.ChartType = DataRowVisualProperties.DataRowChartType.Line;
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411 | dislocatedHistory.Rows.Add(row);
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412 | }
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413 | row.Values.Add(BestKnownDislocated.Value);
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414 | }
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415 | }
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416 | public class EvaluationResult
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417 | {
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418 | public int moves;
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419 | public int dislocated;
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420 | }
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421 | } |
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