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source: branches/2943_MOBasicProblem_MOCMAES/HeuristicLab.Problems.TestFunctions.MultiObjective/3.3/TestFunctions/DTLZ/DTLZ2.cs @ 16755

Last change on this file since 16755 was 16171, checked in by bwerth, 6 years ago

#2943 worked on MOBasicProblem - added Interfaces;reworked MOCalculators; several minor changes

File size: 2.5 KB
Line 
1#region License Information
2/* HeuristicLab
3 * Copyright (C) 2002-2018 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
4 *
5 * This file is part of HeuristicLab.
6 *
7 * HeuristicLab is free software: you can redistribute it and/or modify
8 * it under the terms of the GNU General Public License as published by
9 * the Free Software Foundation, either version 3 of the License, or
10 * (at your option) any later version.
11 *
12 * HeuristicLab is distributed in the hope that it will be useful,
13 * but WITHOUT ANY WARRANTY; without even the implied warranty of
14 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
15 * GNU General Public License for more details.
16 *
17 * You should have received a copy of the GNU General Public License
18 * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
19 */
20#endregion
21using System;
22using HeuristicLab.Common;
23using HeuristicLab.Core;
24using HeuristicLab.Encodings.RealVectorEncoding;
25using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
26
27namespace HeuristicLab.Problems.TestFunctions.MultiObjective {
28  [Item("DTLZ2", "Testfunction as defined as DTLZ2 in http://repository.ias.ac.in/81671/ [30.11.15]")]
29  [StorableClass]
30  public class DTLZ2 : DTLZ {
31    protected override double GetBestKnownHypervolume(int objectives) {
32      if (objectives == 2) return 121.0 - 1.0 / 4.0 * Math.PI;
33      return -1;
34    }
35
36    [StorableConstructor]
37    protected DTLZ2(bool deserializing) : base(deserializing) { }
38    protected DTLZ2(DTLZ2 original, Cloner cloner) : base(original, cloner) { }
39    public DTLZ2() : base() { }
40
41    public override IDeepCloneable Clone(Cloner cloner) {
42      return new DTLZ2(this, cloner);
43    }
44
45    public override double[] Evaluate(RealVector r, int objectives) {
46      if (r.Length < objectives) {
47        throw new ArgumentException("The dimensionality of the problem(ProblemSize) must be larger than or equal to the number of objectives");
48      }
49
50      var res = new double[objectives];
51
52      //calculate g(Xm)
53      double g = 0;
54      for (var i = objectives; i < r.Length; i++) {
55        var d = r[i] - 0.5;
56        g += d * d;
57      }
58
59      //calculating f0...fM-1
60      for (var i = 0; i < objectives; i++) {
61        var f = i == 0 ? 1 : (Math.Sin(r[objectives - i - 1] * Math.PI / 2)) * (1 + g);
62        for (var j = 0; j < objectives - i - 1; j++) {
63          f *= Math.Cos(r[j] * Math.PI / 2);
64        }
65        res[i] = f;
66      }
67      return res;
68    }
69  }
70}
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