1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2016 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 | using System;
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22 | using HeuristicLab.Problems.MultiObjectiveTestFunctions;
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23 | using Microsoft.VisualStudio.TestTools.UnitTesting;
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24 |
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25 | namespace MultiObjectiveTestfunctionTests {
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26 | [TestClass]
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27 | public class HypervolumeTest {
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28 |
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29 |
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30 |
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31 |
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32 | /// <summary>
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33 | /// /*
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34 | /// +-----+
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35 | /// | |
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36 | /// | x |
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37 | /// | |
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38 | /// +-----+
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39 | ///
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40 | /// box between(0,0) and(1,1) with singular point pareto front at(0.5,0.5)
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41 | /// Hypervolume to each of the corners should be 0.25;
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42 | ///
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43 | /// </summary>
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44 | [TestMethod]
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45 | public void SinglePointTest() {
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46 |
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47 | //Front with a single Point
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48 | double[] point = new double[2];
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49 | point[0] = 0.5;
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50 | point[1] = 0.5;
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51 | double[][] front = { point };
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52 |
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53 | double[] referencePoint = new double[2];
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54 | bool[] maximization;
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55 |
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56 | //Northeast
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57 | maximization = new bool[] { false, false };
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58 | referencePoint[0] = 1;
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59 | referencePoint[1] = 1;
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60 | double ne = Hypervolume.Calculate(front, referencePoint, maximization);
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61 | Assert.AreEqual(0.25, ne);
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62 |
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63 | //NorthWest
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64 | maximization = new bool[] { true, false };
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65 | referencePoint[0] = 0;
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66 | referencePoint[1] = 1;
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67 | double nw = Hypervolume.Calculate(front, referencePoint, maximization);
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68 | Assert.AreEqual(0.25, nw);
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69 |
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70 | //SouthWest
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71 | maximization = new bool[] { true, true };
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72 | referencePoint[0] = 0;
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73 | referencePoint[1] = 0;
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74 | double sw = Hypervolume.Calculate(front, referencePoint, maximization);
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75 | Assert.AreEqual(0.25, sw);
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76 |
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77 | //SouthEast
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78 | maximization = new bool[] { false, true };
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79 | referencePoint[0] = 1;
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80 | referencePoint[1] = 0;
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81 | double se = Hypervolume.Calculate(front, referencePoint, maximization);
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82 | Assert.AreEqual(0.25, se);
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83 |
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84 |
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85 | }
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86 |
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87 | /// <summary>
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88 | /// /*
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89 | /// +-----+
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90 | /// | x |
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91 | /// | |
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92 | /// | |
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93 | /// +-----+
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94 | ///
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95 | /// box between(0,0) and(1,1) with singular point pareto front at a random Location
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96 | /// Sum of the Hypervolume to each of the corners should be 1;
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97 | ///
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98 | /// </summary>
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99 | [TestMethod]
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100 | public void RandomSinglePointTest() {
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101 | //Front with a single Point
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102 | double[] point = new double[2];
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103 | Random r = new Random();
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104 |
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105 | point[0] = r.NextDouble();
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106 | point[1] = r.NextDouble();
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107 | double[][] front = { point };
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108 |
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109 | double[] referencePoint = new double[2];
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110 | bool[] maximization;
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111 |
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112 | //Northeast
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113 | maximization = new bool[] { false, false };
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114 | referencePoint[0] = 1;
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115 | referencePoint[1] = 1;
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116 | double ne = Hypervolume.Calculate(front, referencePoint, maximization);
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117 |
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118 | //NorthWest
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119 | maximization = new bool[] { true, false };
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120 | referencePoint[0] = 0;
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121 | referencePoint[1] = 1;
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122 | double nw = Hypervolume.Calculate(front, referencePoint, maximization);
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123 |
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124 | //SouthWest
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125 | maximization = new bool[] { true, true };
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126 | referencePoint[0] = 0;
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127 | referencePoint[1] = 0;
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128 | double sw = Hypervolume.Calculate(front, referencePoint, maximization);
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129 |
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130 | //SouthEast
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131 | maximization = new bool[] { false, true };
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132 | referencePoint[0] = 1;
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133 | referencePoint[1] = 0;
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134 | double se = Hypervolume.Calculate(front, referencePoint, maximization);
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135 | Assert.AreEqual(1.0, ne + se + nw + sw);
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136 | }
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137 |
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138 | /// <summary>
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139 | /// /*
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140 | /// x-----+
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141 | /// | |
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142 | /// | X |
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143 | /// | |
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144 | /// +-----x
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145 | ///
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146 | /// box between(0,0) and(1,1) with three point (pareto) front at (1,0), (0.5,0.5) and (0,1)
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147 | /// Hypervolume to (1,0) and (0,1) of the corners should be 1 (dominated Points need to be reemoved beforehand and
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148 | /// Hypervolume to (0,0) and (1,1) of the corners should be 0.25
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149 | /// </summary>
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150 | [TestMethod]
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151 | public void DiagonalPointTest() {
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152 | //Front with three points
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153 | double[] point1 = new double[2];
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154 | point1[0] = 0;
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155 | point1[1] = 1;
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156 | double[] point2 = new double[2];
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157 | point2[0] = 1;
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158 | point2[1] = 0;
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159 | double[] point3 = new double[2];
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160 | point3[0] = 0.5;
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161 | point3[1] = 0.5;
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162 | double[][] front = { point1, point2, point3 };
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163 |
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164 | double[] referencePoint = new double[2];
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165 | bool[] maximization;
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166 |
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167 | //Northeast
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168 | maximization = new bool[] { false, false };
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169 | referencePoint[0] = 1;
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170 | referencePoint[1] = 1;
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171 | double ne = Hypervolume.Calculate(front, referencePoint, maximization);
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172 | Assert.AreEqual(0.25, ne);
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173 |
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174 | //NorthWest
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175 | maximization = new bool[] { true, false };
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176 | referencePoint[0] = 0;
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177 | referencePoint[1] = 1;
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178 | double nw = Hypervolume.Calculate(NonDominatedSelect.selectNonDominatedVectors(front, maximization, true), referencePoint, maximization);
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179 | Assert.AreEqual(1, nw);
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180 |
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181 | //SouthWest
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182 | maximization = new bool[] { true, true };
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183 | referencePoint[0] = 0;
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184 | referencePoint[1] = 0;
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185 | double sw = Hypervolume.Calculate(front, referencePoint, maximization);
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186 | Assert.AreEqual(0.25, sw);
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187 |
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188 | //SouthEast
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189 | maximization = new bool[] { false, true };
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190 | referencePoint[0] = 1;
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191 | referencePoint[1] = 0;
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192 | double se = Hypervolume.Calculate(NonDominatedSelect.selectNonDominatedVectors(front, maximization, true), referencePoint, maximization);
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193 | Assert.AreEqual(1, se);
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194 |
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195 | }
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196 |
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197 | [TestMethod()]
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198 | [ExpectedException(typeof(ArgumentException))]
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199 | public void ReferencePointViolationNE() {
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200 | //Front with a single Point
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201 | double[] point = new double[2];
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202 | point[0] = 0.5;
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203 | point[1] = 0.5;
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204 | double[][] front = { point };
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205 |
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206 | double[] referencePoint = new double[2];
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207 | bool[] maximization;
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208 |
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209 | //Northeast
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210 | maximization = new bool[] { true, true };
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211 | referencePoint[0] = 1;
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212 | referencePoint[1] = 1;
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213 | double ne = Hypervolume.Calculate(front, referencePoint, maximization);
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214 | }
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215 |
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216 | [TestMethod()]
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217 | [ExpectedException(typeof(ArgumentException))]
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218 | public void ReferencePointViolationNW() {
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219 | //Front with a single Point
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220 | double[] point = new double[2];
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221 | point[0] = 0.5;
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222 | point[1] = 0.5;
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223 | double[][] front = { point };
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224 |
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225 | double[] referencePoint = new double[2];
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226 | bool[] maximization;
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227 |
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228 | //NorthWest
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229 | maximization = new bool[] { false, true };
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230 | referencePoint[0] = 0;
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231 | referencePoint[1] = 1;
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232 | double nw = Hypervolume.Calculate(front, referencePoint, maximization);
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233 | Assert.AreEqual(0.25, nw);
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234 | }
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235 |
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236 | [TestMethod()]
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237 | [ExpectedException(typeof(ArgumentException))]
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238 | public void ReferencePointViolationSW() {
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239 | //Front with a single Point
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240 | double[] point = new double[2];
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241 | point[0] = 0.5;
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242 | point[1] = 0.5;
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243 | double[][] front = { point };
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244 |
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245 | double[] referencePoint = new double[2];
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246 | bool[] maximization;
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247 |
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248 | //SouthWest
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249 | maximization = new bool[] { false, false };
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250 | referencePoint[0] = 0;
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251 | referencePoint[1] = 0;
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252 | double sw = Hypervolume.Calculate(front, referencePoint, maximization);
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253 | Assert.AreEqual(0.25, sw);
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254 | }
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255 |
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256 | [TestMethod()]
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257 | [ExpectedException(typeof(ArgumentException))]
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258 | public void ReferencePointViolationSE() {
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259 | //Front with a single Point
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260 | double[] point = new double[2];
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261 | point[0] = 0.5;
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262 | point[1] = 0.5;
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263 | double[][] front = { point };
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264 |
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265 | double[] referencePoint = new double[2];
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266 | bool[] maximization;
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267 |
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268 | //SouthEast
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269 | maximization = new bool[] { true, false };
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270 | referencePoint[0] = 1;
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271 | referencePoint[1] = 0;
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272 | double se = Hypervolume.Calculate(front, referencePoint, maximization);
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273 | Assert.AreEqual(0.25, se);
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274 | }
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275 |
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276 | }
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277 |
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278 |
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279 | }
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