1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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4 | *
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5 | * This file is part of HeuristicLab.
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6 | *
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7 | * HeuristicLab is free software: you can redistribute it and/or modify
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8 | * it under the terms of the GNU General Public License as published by
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9 | * the Free Software Foundation, either version 3 of the License, or
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10 | * (at your option) any later version.
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11 | *
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12 | * HeuristicLab is distributed in the hope that it will be useful,
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13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
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14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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15 | * GNU General Public License for more details.
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16 | *
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17 | * You should have received a copy of the GNU General Public License
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18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
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19 | */
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20 | #endregion
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21 |
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22 | using System;
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23 | using HeuristicLab.Common;
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24 | using HeuristicLab.Core;
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25 | using HeuristicLab.Data;
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26 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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27 |
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28 | namespace HeuristicLab.Encodings.RealVectorEncoding {
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29 | /// <summary>
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30 | /// Uniformly distributed change of a single position in a real vector.
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31 | /// </summary>
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32 | /// <remarks>
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33 | /// It is implemented as described in Michalewicz, Z. 1999. Genetic Algorithms + Data Structures = Evolution Programs. Third, Revised and Extended Edition, Spring-Verlag Berlin Heidelberg.
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34 | /// </remarks>
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35 | [Item("UniformOnePositionManipulator", "Changes a single position in the vector by sampling uniformly from the interval [Minimum_i, Maximum_i) in dimension i. It is implemented as described in Michalewicz, Z. 1999. Genetic Algorithms + Data Structures = Evolution Programs. Third, Revised and Extended Edition, Spring-Verlag Berlin Heidelberg.")]
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36 | [StorableClass]
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37 | public class UniformOnePositionManipulator : RealVectorManipulator {
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38 | [StorableConstructor]
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39 | protected UniformOnePositionManipulator(bool deserializing) : base(deserializing) { }
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40 | protected UniformOnePositionManipulator(UniformOnePositionManipulator original, Cloner cloner) : base(original, cloner) { }
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41 | public UniformOnePositionManipulator() : base() { }
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42 |
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43 | public override IDeepCloneable Clone(Cloner cloner) {
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44 | return new UniformOnePositionManipulator(this, cloner);
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45 | }
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46 |
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47 | /// <summary>
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48 | /// Changes randomly a single position in the given real <paramref name="vector"/>.
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49 | /// </summary>
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50 | /// <param name="random">A random number generator.</param>
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51 | /// <param name="vector">The real vector to manipulate.</param>
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52 | /// <param name="bounds">The lower and upper bound (1st and 2nd column) of the positions in the vector. If there are less rows than dimensions, the rows are cycled.</param>
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53 | public static void Apply(IRandom random, RealVector vector, DoubleMatrix bounds) {
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54 | int index = random.Next(vector.Length);
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55 | double min = bounds[index % bounds.Rows, 0];
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56 | double max = bounds[index % bounds.Rows, 1];
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57 | vector[index] = min + random.NextDouble() * (max - min);
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58 | }
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59 |
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60 | /// <summary>
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61 | /// Checks if the bounds parameters is available and forwards the call to <see cref="Apply(IRandom, RealVector, DoubleMatrix)"/>.
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62 | /// </summary>
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63 | /// <param name="random">The random number generator to use.</param>
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64 | /// <param name="realVector">The real vector to manipulate.</param>
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65 | protected override void Manipulate(IRandom random, RealVector realVector) {
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66 | if (BoundsParameter.ActualValue == null) throw new InvalidOperationException("MichalewiczNonUniformOnePositionManipulator: Parameter " + BoundsParameter.ActualName + " could not be found.");
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67 | Apply(random, realVector, BoundsParameter.ActualValue);
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68 | }
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69 | }
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70 | }
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