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source: branches/HeuristicLab.Problems.MultiObjectiveTestFunctions/HeuristicLab.Problems.MultiObjectiveTestFunctions/3.3/Testfunctions/IHR/IHR.cs @ 14067

Last change on this file since 14067 was 14067, checked in by mkommend, 8 years ago

#1087: Refactored multi-objective test functions.

File size: 3.0 KB
Line 
1#region License Information
2/* HeuristicLab
3 * Copyright (C) 2002-2016 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.Encodings.RealVectorEncoding;
25using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
26
27namespace HeuristicLab.Problems.MultiObjectiveTestFunctions {
28  [StorableClass]
29  public abstract class IHR : MultiObjectiveTestFunction {
30
31    public override IEnumerable<double[]> OptimalParetoFront(int objectives) {
32      if (objectives == 2) return PFStore.get(this.ItemName + ".2D");
33      return null;
34    }
35
36    public override double[,] Bounds(int objectives) {
37      return new double[,] { { -1, 1 } };
38    }
39
40    public override bool[] Maximization(int objectives) {
41      return new bool[objectives];
42    }
43
44    public override double[] ReferencePoint(int objectives) {
45      double[] rp = new double[objectives];
46      for (int i = 0; i < objectives; i++) {
47        rp[i] = 11;
48      }
49      return rp;
50    }
51
52    [StorableConstructor]
53    protected IHR(bool deserializing) : base(deserializing) { }
54    protected IHR(IHR original, Cloner cloner) : base(original, cloner) { }
55    public IHR() : base(minimumObjectives: 2, maximumObjectives: 2, minimumSolutionLength: 2, maximumSolutionLength: int.MaxValue) { }
56
57    public override double[] Evaluate(RealVector r, int objectives) {
58      if (r.Length < objectives) {
59        throw new ArgumentException("The dimensionality of the problem(ProblemSize) must be larger than or equal to the number of objectives");
60      }
61      RealVector y = Y(r);
62      return new double[] { F1(y), F2(r, y) };
63    }
64    protected abstract double F1(RealVector y);
65    protected abstract double F2(RealVector r, RealVector y);
66    protected abstract double G(RealVector y);
67
68
69    protected double H(double x, RealVector r) {
70      return 1.0 / (1 + Math.Exp(-x / Math.Sqrt(r.Length)));
71    }
72    protected double HF(double x, RealVector r) {
73      double ymax = 1;
74      return Math.Abs(r[0]) <= ymax ? x : 1 + Math.Abs(r[0]);
75    }
76    protected double HG(double x) {
77      return (x * x) / (Math.Abs(x) + 0.1);
78    }
79    protected RealVector Y(RealVector x) {
80      return x;
81    }
82  }
83}
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