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source: trunk/sources/HeuristicLab.Algorithms.ParticleSwarmOptimization/3.3/RingTopologyInitializer.cs @ 15166

Last change on this file since 15166 was 15091, checked in by abeham, 7 years ago

#2797:

  • Updated PSO to make it more compatible with SPSO 2011
  • Removed truncation of velocity vector and instead rescaled it given the maximum velocity
  • Added non-zero initial velocity according to SPSO 2011
  • Removed complicated bouncing code due to box constraints and instead implemented as described in SPSO 2011
  • Calculating neighbor best has been changed to use personal best
  • Avoiding local and global particle update and instead relying on neighborbest
  • More randomization during velocity update by using a separate random numbers per dimension
  • Reusing problem specific solution creator in RealVectorParticleCreator instead of always using UniformRandomRealVectorCreator
File size: 2.1 KB
RevLine 
[5209]1#region License Information
2/* HeuristicLab
[14185]3 * Copyright (C) 2002-2016 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
[5209]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 HeuristicLab.Common;
23using HeuristicLab.Core;
24using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
[5560]25using HeuristicLab.Data;
[5435]26
[5209]27namespace HeuristicLab.Algorithms.ParticleSwarmOptimization {
[5316]28  [Item("Ring Topology Initializer", "Connected every particle with its preceeding and its following particle.")]
29  [StorableClass]
[5435]30  public sealed class RingTopologyInitializer : TopologyInitializer {
31    #region Construction & Cloning
[5209]32
33    [StorableConstructor]
[5435]34    private RingTopologyInitializer(bool deserializing) : base(deserializing) { }
35    private RingTopologyInitializer(RingTopologyInitializer original, Cloner cloner) : base(original, cloner) { }
36    public RingTopologyInitializer() : base() { }
37
[5209]38    public override IDeepCloneable Clone(Cloner cloner) {
39      return new RingTopologyInitializer(this, cloner);
40    }
[5435]41
[5209]42    #endregion
43
44    public override IOperation Apply() {
[15091]45      var swarmSize = SwarmSizeParameter.ActualValue.Value;
46
47      ItemArray<IntArray> neighbors = new ItemArray<IntArray>(swarmSize);
48      for (int i = 0; i < swarmSize; i++) {
49        neighbors[i] = new IntArray(new[] { (swarmSize + i - 1) % swarmSize, (i + 1) % swarmSize });
[5209]50      }
[15091]51      NeighborsParameter.ActualValue = neighbors;
[5209]52      return base.Apply();
53    }
54  }
55}
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