source: branches/DataPreprocessing/HeuristicLab.Encodings.RealVectorEncoding/3.3/ReflectiveBoundsChecker.cs @ 10158

#region License Information
/* HeuristicLab
 * Copyright (C) 2002-2013 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
 *
 * This file is part of HeuristicLab.
 *
 * HeuristicLab is free software: you can redistribute it and/or modify
 * it under the terms of the GNU General Public License as published by
 * the Free Software Foundation, either version 3 of the License, or
 * (at your option) any later version.
 *
 * HeuristicLab is distributed in the hope that it will be useful,
 * but WITHOUT ANY WARRANTY; without even the implied warranty of
 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
 * GNU General Public License for more details.
 *
 * You should have received a copy of the GNU General Public License
 * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
 */
#endregion

using System;
using HeuristicLab.Common;
using HeuristicLab.Core;
using HeuristicLab.Data;
using HeuristicLab.Operators;
using HeuristicLab.Parameters;
using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;

namespace HeuristicLab.Encodings.RealVectorEncoding {
  /// <summary>
  /// Checks if all elements of a real vector are inside the bounds.
  /// If not, the elements are mirrored at the bounds.
  /// </summary>
  [Item("ReflectiveBoundsChecker", "Checks if all elements of a real vector are inside the bounds. If not, elements are mirrored at the bounds.")]
  [StorableClass]
  public class ReflectiveBoundsChecker : SingleSuccessorOperator, IRealVectorBoundsChecker {
    public LookupParameter<RealVector> RealVectorParameter {
      get { return (LookupParameter<RealVector>)Parameters["RealVector"]; }
    }
    public ValueLookupParameter<DoubleMatrix> BoundsParameter {
      get { return (ValueLookupParameter<DoubleMatrix>)Parameters["Bounds"]; }
    }

    [StorableConstructor]
    protected ReflectiveBoundsChecker(bool deserializing) : base(deserializing) { }
    protected ReflectiveBoundsChecker(ReflectiveBoundsChecker original, Cloner cloner) : base(original, cloner) { }
    /// <summary>
    /// Initializes a new instance of <see cref="ReflectiveBoundsChecker"/> with two parameters
    /// (<c>RealVector</c>, <c>Bounds</c>).
    /// </summary>
    public ReflectiveBoundsChecker()
      : base() {
      Parameters.Add(new LookupParameter<RealVector>("RealVector", "The real-valued vector for which the bounds should be checked."));
      Parameters.Add(new ValueLookupParameter<DoubleMatrix>("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."));
    }

    public override IDeepCloneable Clone(Cloner cloner) {
      return new ReflectiveBoundsChecker(this, cloner);
    }

    /// <summary>
    /// Checks if all elements of the given <paramref name="vector"/> are inside the bounds and if not, they are mirrored at the bounds.
    /// </summary>
    /// <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>
    /// <param name="vector">The vector to check.</param>
    /// <returns>The corrected real vector.</returns>
    public static void Apply(RealVector vector, DoubleMatrix bounds) {
      for (int i = 0; i < vector.Length; i++) {
        double min = bounds[i % bounds.Rows, 0], max = bounds[i % bounds.Rows, 1];
        if (vector[i] < min) {
          int reflectionCount = (int)Math.Truncate((min - vector[i]) / (max - min)) + 1;
          double reflection = (min - vector[i]) % (max - min);
          if (IsOdd(reflectionCount)) vector[i] = min + reflection;
          else vector[i] = max - reflection;
        }
        if (vector[i] > max) {
          int reflectionCount = (int)Math.Truncate((vector[i] - max) / (max - min)) + 1;
          double reflection = (vector[i] - max) % (max - min);
          if (IsOdd(reflectionCount)) vector[i] = max - reflection;
          else vector[i] = min + reflection;
        }
      }
    }

    private static bool IsOdd(int number) {
      return number % 2 == 1;
    }

    /// <summary>
    /// Checks if all elements of the given <paramref name="vector"/> are inside the bounds and if not, they are mirrored at the bounds.
    /// </summary>
    /// <exception cref="InvalidOperationException">Thrown when either vector or bounds could not be found.</exception>
    /// <remarks>Calls <see cref="Apply(RealVector, DoubleMatrix)"/>.</remarks>
    /// <inheritdoc select="returns" />
    public override IOperation Apply() {
      if (RealVectorParameter.ActualValue == null) throw new InvalidOperationException("ReflectiveBoundsChecker: Parameter " + RealVectorParameter.ActualName + " could not be found.");
      if (BoundsParameter.ActualValue == null) throw new InvalidOperationException("ReflectiveBoundsChecker: Parameter " + BoundsParameter.ActualName + " could not be found.");
      Apply(RealVectorParameter.ActualValue, BoundsParameter.ActualValue);
      return base.Apply();
    }
  }
}