[13672] | 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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[13620] | 22 | using HeuristicLab.Common;
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| 23 | using HeuristicLab.Core;
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| 24 | using HeuristicLab.Encodings.RealVectorEncoding;
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| 25 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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| 26 |
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[14111] | 27 | namespace HeuristicLab.Problems.TestFunctions.MultiObjective {
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[13620] | 28 | [Item("DTLZ2", "Testfunction as defined as DTLZ2 in http://repository.ias.ac.in/81671/ [30.11.15]")]
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| 29 | [StorableClass]
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| 30 | public class DTLZ2 : DTLZ {
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[14068] | 31 | protected override double GetBestKnownHypervolume(int objectives) {
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[13620] | 32 | if (objectives == 2) return 121.0 - 1.0 / 4.0 * Math.PI;
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| 33 | return -1;
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| 34 | }
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| 35 |
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| 36 | [StorableConstructor]
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| 37 | protected DTLZ2(bool deserializing) : base(deserializing) { }
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| 38 | protected DTLZ2(DTLZ2 original, Cloner cloner) : base(original, cloner) { }
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| 39 | public DTLZ2() : base() { }
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| 40 |
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| 41 | public override IDeepCloneable Clone(Cloner cloner) {
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| 42 | return new DTLZ2(this, cloner);
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| 43 | }
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| 44 |
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| 45 | public override double[] Evaluate(RealVector r, int objectives) {
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| 46 | if (r.Length < objectives) {
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[13725] | 47 | throw new ArgumentException("The dimensionality of the problem(ProblemSize) must be larger than or equal to the number of objectives");
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[13620] | 48 | }
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| 49 |
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| 50 | double[] res = new double[objectives];
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| 51 |
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| 52 | //calculate g(Xm)
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| 53 | double g = 0;
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| 54 | for (int i = objectives; i < r.Length; i++) {
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| 55 | double d = r[i] - 0.5;
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| 56 | g += d * d;
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| 57 | }
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| 58 |
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| 59 | //calculating f0...fM-1
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| 60 | for (int i = 0; i < objectives; i++) {
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| 61 | double f = i == 0 ? 1 : (Math.Sin(r[objectives - i - 1] * Math.PI / 2)) * (1 + g);
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| 62 | for (int j = 0; j < objectives - i - 1; j++) {
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| 63 | f *= Math.Cos(r[j] * Math.PI / 2);
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| 64 | }
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| 65 | res[i] = f;
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| 66 | }
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| 67 | return res;
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| 68 | }
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| 69 | }
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| 70 | }
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