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 |
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22 | using System.Collections.Generic;
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23 |
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24 | namespace HeuristicLab.Problems.TestFunctions.MultiObjective {
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25 |
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26 | public static class NonDominatedSelect {
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27 | public enum DominationResult { Dominates, IsDominated, IsNonDominated };
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28 |
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29 | public static IEnumerable<double[]> SelectNonDominatedVectors(IEnumerable<double[]> qualities, bool[] maximization, bool dominateOnEqualQualities) {
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30 |
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31 | List<double[]> front = new List<double[]>();
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32 | foreach (double[] row in qualities) {
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33 | bool insert = true;
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34 | for (int i = 0; i < front.Count; i++) {
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35 | DominationResult res = Dominates(front[i], row, maximization, dominateOnEqualQualities);
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36 | if (res == DominationResult.Dominates) { insert = false; break; } //Vector domiates Row
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37 | else if (res == DominationResult.IsDominated) { //Row dominates Vector
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38 | front.RemoveAt(i);
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39 | }
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40 | }
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41 | if (insert) {
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42 | front.Add(row);
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43 | }
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44 | }
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45 |
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46 | return front;
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47 | }
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48 |
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49 | public static IEnumerable<double[]> GetDominatingVectors(IEnumerable<double[]> qualities, double[] reference, bool[] maximization, bool dominateOnEqualQualities) {
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50 | List<double[]> front = new List<double[]>();
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51 | foreach (double[] vec in qualities) {
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52 | if (Dominates(vec, reference, maximization, dominateOnEqualQualities) == DominationResult.Dominates) {
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53 | front.Add(vec);
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54 | }
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55 | }
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56 | return front;
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57 | }
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58 |
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59 | public static DominationResult Dominates(double[] left, double[] right, bool[] maximizations, bool dominateOnEqualQualities) {
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60 | //mkommend Caution: do not use LINQ.SequenceEqual for comparing the two quality arrays (left and right) due to performance reasons
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61 | if (dominateOnEqualQualities) {
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62 | var equal = true;
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63 | for (int i = 0; i < left.Length; i++) {
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64 | if (left[i] != right[i]) {
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65 | equal = false;
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66 | break;
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67 | }
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68 | }
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69 | if (equal) return DominationResult.Dominates;
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70 | }
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71 |
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72 | bool leftIsBetter = false, rightIsBetter = false;
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73 | for (int i = 0; i < left.Length; i++) {
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74 | if (IsDominated(left[i], right[i], maximizations[i])) rightIsBetter = true;
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75 | else if (IsDominated(right[i], left[i], maximizations[i])) leftIsBetter = true;
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76 | if (leftIsBetter && rightIsBetter) break;
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77 | }
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78 |
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79 | if (leftIsBetter && !rightIsBetter) return DominationResult.Dominates;
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80 | if (!leftIsBetter && rightIsBetter) return DominationResult.IsDominated;
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81 | return DominationResult.IsNonDominated;
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82 | }
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83 |
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84 | private static bool IsDominated(double left, double right, bool maximization) {
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85 | return maximization && left < right
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86 | || !maximization && left > right;
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87 | }
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88 |
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89 | }
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90 | }
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