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source: branches/PSO/HeuristicLab.Algorithms.ParticleSwarmOptimization/3.3/RandomTopologyInitializer.cs @ 5299

Last change on this file since 5299 was 5209, checked in by epitzer, 14 years ago

Configurable ParticleUpdater, and topologies, different topology initializers and support for dynamic topology changes (#852)

File size: 3.2 KB
Line 
1#region License Information
2/* HeuristicLab
3 * Copyright (C) 2002-2010 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.Collections.Generic;
23using System.Linq;
24using HeuristicLab.Common;
25using HeuristicLab.Core;
26using HeuristicLab.Data;
27using HeuristicLab.Encodings.IntegerVectorEncoding;
28using HeuristicLab.Parameters;
29using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
30namespace HeuristicLab.Algorithms.ParticleSwarmOptimization {
31
32  public class RandomTopologyInitializer : TopologyInitializer {
33
34    #region Parameters
35    public LookupParameter<IRandom> RandomParameter {
36      get { return (LookupParameter<IRandom>)Parameters["Random"]; }
37    }
38    public ValueLookupParameter<IntValue> NrOfConnectionsParameter {
39      get { return (ValueLookupParameter<IntValue>)Parameters["NrOfConnections"]; }
40    }
41    #endregion
42
43    #region Parameter Values
44    public IRandom Random {
45      get { return RandomParameter.ActualValue; }
46    }
47    public int NrOfConnections {
48      get { return NrOfConnectionsParameter.ActualValue.Value; }
49    }
50    #endregion
51
52    #region Construction & Cloning
53    public RandomTopologyInitializer() {
54      Parameters.Add(new LookupParameter<IRandom>("Random", "A random number generation."));
55      Parameters.Add(new ValueLookupParameter<IntValue>("NrOfConnections", "Nr of connected neighbors.", new IntValue(3)));
56    }
57    [StorableConstructor]
58    protected RandomTopologyInitializer(bool deserializing) : base(deserializing) { }
59    protected RandomTopologyInitializer(RandomTopologyInitializer original, Cloner cloner)
60      : base(original, cloner) {
61    }
62    public override IDeepCloneable Clone(Cloner cloner) {
63      return new RandomTopologyInitializer(this, cloner);
64    }
65    #endregion
66
67    public override IOperation Apply() {
68      ItemArray<IntegerVector> neighbors = new ItemArray<IntegerVector>(SwarmSize);
69      for (int i = 0; i<SwarmSize; i++) {
70        var numbers = Enumerable.Range(0, SwarmSize).ToList();
71        numbers.RemoveAt(i);
72        var selectedNumbers = new List<int>(NrOfConnections);
73        for (int j = 0; j<NrOfConnections && numbers.Count > 0; j++) {
74          int index = Random.Next(numbers.Count);
75          selectedNumbers.Add(numbers[index]);
76          numbers.RemoveAt(index);
77        }
78        neighbors[i] = new IntegerVector(selectedNumbers.ToArray());
79      }
80      Neighbors = neighbors;
81      return base.Apply();
82    }
83
84  }
85}
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