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source: trunk/sources/HeuristicLab.RealVector/SelfAdaptiveDiscreteRecombination.cs @ 105

Last change on this file since 105 was 99, checked in by abeham, 17 years ago

Added sigma self adaptive operators for RealVector problems

File size: 3.7 KB
Line 
1#region License Information
2/* HeuristicLab
3 * Copyright (C) 2002-2008 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
21
22using System;
23using System.Collections.Generic;
24using System.Text;
25using HeuristicLab.Core;
26using HeuristicLab.Data;
27
28namespace HeuristicLab.RealVector {
29  public class SelfAdaptiveDiscreteRecombination : DiscreteRecombination {
30    public override string Description {
31      get {
32        return @"Self adaptive Discrete/dominant recombination creates a new offspring by combining the alleles in the parents such that each allele is randomly selected from one parent. It will also use the same strategy to combine the endogenous strategy parameter vector.";
33      }
34    }
35
36    public SelfAdaptiveDiscreteRecombination()
37      : base() {
38      AddVariableInfo(new VariableInfo("StrategyVector", "Vector containing the endogenous strategy parameters", typeof(DoubleArrayData), VariableKind.In));
39    }
40
41    public override IOperation Apply(IScope scope) {
42      int rho = GetVariableValue<IntData>("Rho", scope, true).Data;
43      // with just 1 parent no recombination is necessary/possible
44      if (rho == 1) return null;
45      IRandom random = GetVariableValue<IRandom>("Random", scope, true);
46
47      if (scope.SubScopes.Count % rho != 0)
48        throw new InvalidOperationException("Number of parents is not a multiple of rho");
49      int lambda = scope.SubScopes.Count / rho;
50      IList<double[]> parents = new List<double[]>(rho);
51      IList<double[]> parentsStrategy = new List<double[]>(rho);
52
53      for (int i = 0; i < lambda; i++) {
54        IScope childScope = new Scope(i.ToString());
55        double[] childGene = (double[])scope.SubScopes[0].GetVariableValue<DoubleArrayData>("RealVector", false).Data.Clone();
56        double[] strategyParams = (double[])scope.SubScopes[0].GetVariableValue<DoubleArrayData>("StrategyVector", false).Data.Clone();
57        parents.Clear();
58        for (int j = 0; j < rho; j++) {
59          IScope parent = scope.SubScopes[0];
60          parents.Add(parent.GetVariableValue<DoubleArrayData>("RealVector", false).Data);
61          parentsStrategy.Add(parent.GetVariableValue<DoubleArrayData>("StrategyVector", false).Data);
62          scope.RemoveSubScope(parent);
63        }
64        // actual discrete recombination
65        if (childGene.Length != strategyParams.Length)
66          throw new InvalidOperationException("ERROR: strategy vector must be as long as there are dimensions");
67
68        for (int x = 0; x < childGene.Length; x++) {
69          int nextParent = random.Next(rho);
70          childGene[x] = parents[nextParent][x];
71          strategyParams[x] = parentsStrategy[nextParent][x];
72        }
73        childScope.AddVariable(new Variable(scope.SubScopes[0].TranslateName("RealVector"), new DoubleArrayData(childGene)));
74        childScope.AddVariable(new Variable(scope.SubScopes[0].TranslateName("StrategyVector"), new DoubleArrayData(strategyParams)));
75        scope.AddSubScope(childScope);
76      }
77      return null;
78    }
79  }
80}
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