[8017] | 1 | #region License Information
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| 2 | /* HeuristicLab
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[16140] | 3 | * Copyright (C) 2002-2018 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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[8017] | 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.IntegerVectorEncoding {
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| 29 | /// <summary>
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| 30 | /// The rounded local crossover for integer vectors is similar to the <see cref="UniformArithmeticCrossover"/>, but where the factor alpha is chosen randomly in the interval [0;1) for each position.
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| 31 | /// </summary>cribed in Dumitrescu, D. et al. (2000), Evolutionary computation, CRC Press, Boca Raton, FL, p. 194.
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| 32 | /// </remarks>
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| 33 | [Item("RoundedLocalCrossover", @"The runded local crossover is similar to the arithmetic crossover, but uses a random alpha for each position x = alpha * p1 + (1-alpha) * p2.")]
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| 34 | [StorableClass]
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| 35 | public class RoundedLocalCrossover : BoundedIntegerVectorCrossover {
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| 36 | [StorableConstructor]
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| 37 | protected RoundedLocalCrossover(bool deserializing) : base(deserializing) { }
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| 38 | protected RoundedLocalCrossover(RoundedLocalCrossover original, Cloner cloner) : base(original, cloner) { }
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| 39 | public RoundedLocalCrossover() : base() { }
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| 40 |
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| 41 | public override IDeepCloneable Clone(Cloner cloner) {
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| 42 | return new RoundedLocalCrossover(this, cloner);
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| 43 | }
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| 44 |
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| 45 | /// <summary>
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| 46 | /// Performs a local crossover on the two given parent vectors.
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| 47 | /// </summary>
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| 48 | /// <exception cref="ArgumentException">Thrown when two parents are not of the same length.</exception>
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| 49 | /// <param name="random">The random number generator.</param>
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| 50 | /// <param name="parent1">The first parent for the crossover operation.</param>
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| 51 | /// <param name="parent2">The second parent for the crossover operation.</param>
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| 52 | /// <returns>The newly created integer vector, resulting from the local crossover.</returns>
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| 53 | public static IntegerVector Apply(IRandom random, IntegerVector parent1, IntegerVector parent2, IntMatrix bounds) {
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| 54 | if (parent1.Length != parent2.Length)
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| 55 | throw new ArgumentException("RoundedLocalCrossover: the two parents are not of the same length");
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| 56 |
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| 57 | double factor;
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| 58 | int length = parent1.Length;
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| 59 | var result = new IntegerVector(length);
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| 60 |
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| 61 | int min, max, step = 1;
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| 62 | for (int i = 0; i < length; i++) {
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| 63 | min = bounds[i % bounds.Rows, 0];
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| 64 | max = bounds[i % bounds.Rows, 1];
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| 65 | if (bounds.Columns > 2) step = bounds[i % bounds.Rows, 2];
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[8790] | 66 | max = FloorFeasible(min, max, step, max - 1);
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[8017] | 67 | factor = random.NextDouble();
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| 68 | result[i] = RoundFeasible(min, max, step, (factor * parent1[i]) + ((1 - factor) * parent2[i]));
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| 69 | }
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| 70 | return result;
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| 71 | }
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| 72 |
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| 73 | /// <summary>
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| 74 | /// Performs a local crossover operation for two given parent integer vectors.
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| 75 | /// </summary>
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| 76 | /// <exception cref="ArgumentException">Thrown if there are not exactly two parents.</exception>
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| 77 | /// <param name="random">A random number generator.</param>
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| 78 | /// <param name="parents">An array containing the two real vectors that should be crossed.</param>
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| 79 | /// <param name="bounds">The bounds and step size for each dimension (will be cycled in case there are less rows than elements in the parent vectors).</param>
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| 80 | /// <returns>The newly created integer vector, resulting from the crossover operation.</returns>
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| 81 | protected override IntegerVector CrossBounded(IRandom random, ItemArray<IntegerVector> parents, IntMatrix bounds) {
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| 82 | if (parents.Length != 2) throw new ArgumentException("RoundedLocalCrossover: The number of parents is not equal to 2");
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| 83 | return Apply(random, parents[0], parents[1], bounds);
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| 84 | }
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| 85 | }
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| 86 | }
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