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source: stable/HeuristicLab.Problems.TestFunctions.MultiObjective/3.3/TestFunctions/IHR/IHR4.cs @ 17097

Last change on this file since 17097 was 17097, checked in by mkommend, 5 years ago

#2520: Merged 16565 - 16579 into stable.

File size: 2.8 KB
Line 
1#region License Information
2/* HeuristicLab
3 * Copyright (C) 2002-2019 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 System.Collections.Generic;
23using HeuristicLab.Common;
24using HeuristicLab.Core;
25using HeuristicLab.Encodings.RealVectorEncoding;
26using HEAL.Attic;
27
28namespace HeuristicLab.Problems.TestFunctions.MultiObjective {
29  [Item("IHR4", "Testfunction as defined as IHR4 in \"Igel, C., Hansen, N., & Roth, S. (2007). Covariance matrix adaptation for multi-objective optimization. Evolutionary computation, 15(1), 1-28.\" [24.06.16]")]
30  [StorableType("E83A9E6E-F7B3-4B27-B5CA-A323D89844F5")]
31  public class IHR4 : IHR {
32    protected override IEnumerable<double[]> GetOptimalParetoFront(int objectives) {
33      List<double[]> res = new List<double[]>();
34      for (int i = 0; i <= 500; i++) {
35        RealVector r = new RealVector(objectives);
36        r[0] = 1 / 500.0 * i;
37        res.Add(this.Evaluate(r, objectives));
38      }
39      return res;
40    }
41
42    protected override double GetBestKnownHypervolume(int objectives) {
43      return Hypervolume.Calculate(GetOptimalParetoFront(objectives), GetReferencePoint(objectives), GetMaximization(objectives));
44    }
45
46    protected override double[,] GetBounds(int objectives) {
47      return new double[,] { { -5, 5 } };
48    }
49
50    [StorableConstructor]
51    protected IHR4(StorableConstructorFlag _) : base(_) { }
52    protected IHR4(IHR4 original, Cloner cloner) : base(original, cloner) { }
53    public IHR4() : base() {
54    }
55
56    public override IDeepCloneable Clone(Cloner cloner) {
57      return new IHR4(this, cloner);
58    }
59
60    protected override double F1(RealVector y) {
61      return Math.Abs(y[0]);
62    }
63
64    protected override double F2(RealVector y) {
65      var g = G(y);
66      var d = H(y[0], y) / g;
67      return g * HF(1 - Math.Sqrt(d), y);
68    }
69
70    protected override double G(RealVector y) {
71      double sum = 0.0;
72      for (int i = 1; i < y.Length; i++) {
73        sum += y[i] * y[i] - 10 * Math.Cos(4 * Math.PI * y[i]);
74      }
75      return 1 + 10 * (y.Length - 1) + sum;
76    }
77  }
78}
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