[13562] | 1 | #region License Information
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| 2 | /* HeuristicLab
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[15583] | 3 | * Copyright (C) 2002-2018 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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[13562] | 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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[14111] | 24 | namespace HeuristicLab.Problems.TestFunctions.MultiObjective {
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[13562] | 25 |
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[14085] | 26 | public static class NonDominatedSelect {
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[14018] | 27 | public enum DominationResult { Dominates, IsDominated, IsNonDominated };
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[13562] | 28 |
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[14081] | 29 | public static IEnumerable<double[]> SelectNonDominatedVectors(IEnumerable<double[]> qualities, bool[] maximization, bool dominateOnEqualQualities) {
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[13562] | 30 |
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[13988] | 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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[14081] | 38 | front.RemoveAt(i);
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[13988] | 39 | }
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[13562] | 40 | }
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[13988] | 41 | if (insert) {
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| 42 | front.Add(row);
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[13562] | 43 | }
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[13988] | 44 | }
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[13562] | 45 |
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[13988] | 46 | return front;
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| 47 | }
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[13562] | 48 |
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[14081] | 49 | public static IEnumerable<double[]> GetDominatingVectors(IEnumerable<double[]> qualities, double[] reference, bool[] maximization, bool dominateOnEqualQualities) {
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[13988] | 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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[13562] | 54 | }
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[13988] | 55 | }
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| 56 | return front;
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| 57 | }
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[13562] | 58 |
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[14018] | 59 | public static DominationResult Dominates(double[] left, double[] right, bool[] maximizations, bool dominateOnEqualQualities) {
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[13988] | 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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[13936] | 68 | }
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[13988] | 69 | if (equal) return DominationResult.Dominates;
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| 70 | }
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[13562] | 71 |
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[13988] | 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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[13562] | 78 |
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[13988] | 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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[13562] | 82 | }
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[13988] | 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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[13562] | 90 | }
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