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 | /// <summary>
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30 | /// /*
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31 | /// +-----+
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32 | /// | |
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33 | /// | x |
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34 | /// | |
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35 | /// +-----+
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36 | ///
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37 | /// box between(0,0) and(1,1) with singular point pareto front at(0.5,0.5)
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38 | /// Hypervolume to each of the corners should be 0.25;
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39 | ///
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40 | /// </summary>
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41 | [TestMethod]
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42 | [TestCategory("Problems.TestFunctions")]
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43 | [TestProperty("Time", "short")]
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44 | public void SinglePointTest() {
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45 |
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46 | //Front with a single Point
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47 | double[] point = new double[2];
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48 | point[0] = 0.5;
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49 | point[1] = 0.5;
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50 | double[][] front = { point };
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51 |
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52 | double[] referencePoint = new double[2];
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53 | bool[] maximization;
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54 |
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55 | //Northeast
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56 | maximization = new bool[] { false, false };
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57 | referencePoint[0] = 1;
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58 | referencePoint[1] = 1;
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59 | double ne = Hypervolume.Calculate(front, referencePoint, maximization);
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60 | Assert.AreEqual(0.25, ne);
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61 |
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62 | //NorthWest
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63 | maximization = new bool[] { true, false };
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64 | referencePoint[0] = 0;
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65 | referencePoint[1] = 1;
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66 | double nw = Hypervolume.Calculate(front, referencePoint, maximization);
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67 | Assert.AreEqual(0.25, nw);
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68 |
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69 | //SouthWest
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70 | maximization = new bool[] { true, true };
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71 | referencePoint[0] = 0;
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72 | referencePoint[1] = 0;
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73 | double sw = Hypervolume.Calculate(front, referencePoint, maximization);
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74 | Assert.AreEqual(0.25, sw);
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75 |
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76 | //SouthEast
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77 | maximization = new bool[] { false, true };
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78 | referencePoint[0] = 1;
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79 | referencePoint[1] = 0;
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80 | double se = Hypervolume.Calculate(front, referencePoint, maximization);
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81 | Assert.AreEqual(0.25, se);
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82 |
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83 |
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84 | }
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85 |
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86 | /// <summary>
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87 | /// /*
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88 | /// +-----+
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89 | /// | x |
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90 | /// | |
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91 | /// | |
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92 | /// +-----+
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93 | ///
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94 | /// box between(0,0) and(1,1) with singular point pareto front at a random Location
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95 | /// Sum of the Hypervolume to each of the corners should be 1;
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96 | ///
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97 | /// </summary>
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98 | [TestMethod]
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99 | [TestCategory("Problems.TestFunctions")]
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100 | [TestProperty("Time", "short")]
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101 | public void RandomSinglePointTest() {
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102 | //Front with a single Point
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103 | double[] point = new double[2];
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104 | Random r = new Random();
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105 |
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106 | point[0] = r.NextDouble();
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107 | point[1] = r.NextDouble();
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108 | double[][] front = { point };
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109 |
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110 | double[] referencePoint = new double[2];
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111 | bool[] maximization;
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112 |
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113 | //Northeast
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114 | maximization = new bool[] { false, false };
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115 | referencePoint[0] = 1;
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116 | referencePoint[1] = 1;
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117 | double ne = Hypervolume.Calculate(front, referencePoint, maximization);
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118 |
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119 | //NorthWest
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120 | maximization = new bool[] { true, false };
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121 | referencePoint[0] = 0;
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122 | referencePoint[1] = 1;
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123 | double nw = Hypervolume.Calculate(front, referencePoint, maximization);
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124 |
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125 | //SouthWest
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126 | maximization = new bool[] { true, true };
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127 | referencePoint[0] = 0;
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128 | referencePoint[1] = 0;
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129 | double sw = Hypervolume.Calculate(front, referencePoint, maximization);
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130 |
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131 | //SouthEast
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132 | maximization = new bool[] { false, true };
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133 | referencePoint[0] = 1;
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134 | referencePoint[1] = 0;
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135 | double se = Hypervolume.Calculate(front, referencePoint, maximization);
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136 | Assert.AreEqual(1.0, ne + se + nw + sw, 1e8);
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137 | }
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138 |
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139 | /// <summary>
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140 | /// /*
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141 | /// x-----+
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142 | /// | |
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143 | /// | X |
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144 | /// | |
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145 | /// +-----x
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146 | ///
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147 | /// 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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148 | /// 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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149 | /// Hypervolume to (0,0) and (1,1) of the corners should be 0.25
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150 | /// </summary>
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151 | [TestMethod]
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152 | [TestCategory("Problems.TestFunctions")]
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153 | [TestProperty("Time", "short")]
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154 | public void DiagonalPointTest() {
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155 | //Front with three points
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156 | double[] point1 = new double[2];
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157 | point1[0] = 0;
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158 | point1[1] = 1;
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159 | double[] point2 = new double[2];
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160 | point2[0] = 1;
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161 | point2[1] = 0;
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162 | double[] point3 = new double[2];
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163 | point3[0] = 0.5;
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164 | point3[1] = 0.5;
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165 | double[][] front = { point1, point2, point3 };
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166 |
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167 | double[] referencePoint = new double[2];
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168 | bool[] maximization;
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169 |
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170 | //Northeast
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171 | maximization = new bool[] { false, false };
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172 | referencePoint[0] = 1;
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173 | referencePoint[1] = 1;
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174 | double ne = Hypervolume.Calculate(front, referencePoint, maximization);
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175 | Assert.AreEqual(0.25, ne);
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176 |
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177 | //NorthWest
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178 | maximization = new bool[] { true, false };
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179 | referencePoint[0] = 0;
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180 | referencePoint[1] = 1;
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181 | double nw = Hypervolume.Calculate(NonDominatedSelect.SelectNonDominatedVectors(front, maximization, true), referencePoint, maximization);
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182 | Assert.AreEqual(1, nw);
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183 |
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184 | //SouthWest
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185 | maximization = new bool[] { true, true };
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186 | referencePoint[0] = 0;
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187 | referencePoint[1] = 0;
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188 | double sw = Hypervolume.Calculate(front, referencePoint, maximization);
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189 | Assert.AreEqual(0.25, sw);
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190 |
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191 | //SouthEast
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192 | maximization = new bool[] { false, true };
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193 | referencePoint[0] = 1;
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194 | referencePoint[1] = 0;
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195 | double se = Hypervolume.Calculate(NonDominatedSelect.SelectNonDominatedVectors(front, maximization, true), referencePoint, maximization);
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196 | Assert.AreEqual(1, se);
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197 |
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198 | }
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199 |
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200 | [TestMethod()]
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201 | [ExpectedException(typeof(ArgumentException))]
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202 | [TestCategory("Problems.TestFunctions")]
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203 | [TestProperty("Time", "short")]
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204 | public void ReferencePointViolationNE() {
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205 | //Front with a single Point
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206 | double[] point = new double[2];
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207 | point[0] = 0.5;
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208 | point[1] = 0.5;
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209 | double[][] front = { point };
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210 |
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211 | double[] referencePoint = new double[2];
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212 | bool[] maximization;
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213 |
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214 | //Northeast
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215 | maximization = new bool[] { true, true };
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216 | referencePoint[0] = 1;
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217 | referencePoint[1] = 1;
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218 | double ne = Hypervolume.Calculate(front, referencePoint, maximization);
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219 | }
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220 |
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221 | [TestMethod()]
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222 | [ExpectedException(typeof(ArgumentException))]
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223 | [TestCategory("Problems.TestFunctions")]
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224 | [TestProperty("Time", "short")]
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225 | public void ReferencePointViolationNW() {
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226 | //Front with a single Point
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227 | double[] point = new double[2];
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228 | point[0] = 0.5;
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229 | point[1] = 0.5;
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230 | double[][] front = { point };
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231 |
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232 | double[] referencePoint = new double[2];
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233 | bool[] maximization;
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234 |
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235 | //NorthWest
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236 | maximization = new bool[] { false, true };
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237 | referencePoint[0] = 0;
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238 | referencePoint[1] = 1;
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239 | double nw = Hypervolume.Calculate(front, referencePoint, maximization);
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240 | Assert.AreEqual(0.25, nw);
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241 | }
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242 |
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243 | [TestMethod()]
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244 | [ExpectedException(typeof(ArgumentException))]
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245 | [TestCategory("Problems.TestFunctions")]
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246 | [TestProperty("Time", "short")]
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247 | public void ReferencePointViolationSW() {
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248 | //Front with a single Point
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249 | double[] point = new double[2];
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250 | point[0] = 0.5;
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251 | point[1] = 0.5;
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252 | double[][] front = { point };
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253 |
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254 | double[] referencePoint = new double[2];
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255 | bool[] maximization;
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256 |
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257 | //SouthWest
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258 | maximization = new bool[] { false, false };
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259 | referencePoint[0] = 0;
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260 | referencePoint[1] = 0;
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261 | double sw = Hypervolume.Calculate(front, referencePoint, maximization);
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262 | Assert.AreEqual(0.25, sw);
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263 | }
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264 |
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265 | [TestMethod()]
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266 | [ExpectedException(typeof(ArgumentException))]
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267 | [TestCategory("Problems.TestFunctions")]
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268 | [TestProperty("Time", "short")]
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269 | public void ReferencePointViolationSE() {
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270 | //Front with a single Point
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271 | double[] point = new double[2];
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272 | point[0] = 0.5;
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273 | point[1] = 0.5;
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274 | double[][] front = { point };
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275 |
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276 | double[] referencePoint = new double[2];
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277 | bool[] maximization;
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278 |
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279 | //SouthEast
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280 | maximization = new bool[] { true, false };
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281 | referencePoint[0] = 1;
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282 | referencePoint[1] = 0;
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283 | double se = Hypervolume.Calculate(front, referencePoint, maximization);
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284 | Assert.AreEqual(0.25, se);
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285 | }
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286 |
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287 | }
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288 |
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289 |
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290 | }
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