#region License Information
/* HeuristicLab
* Copyright (C) 2002-2012 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 .
*/
#endregion
using System;
using System.Collections.Generic;
using System.Linq;
using HeuristicLab.Common;
using HeuristicLab.Core;
using HeuristicLab.Data;
using HeuristicLab.Encodings.RealVectorEncoding;
using HeuristicLab.Optimization.Operators;
using HeuristicLab.Parameters;
using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
namespace HeuristicLab.Problems.TestFunctions {
///
/// An operator that relinks paths between test functions solutions.
///
[Item("SingleObjectiveTestFunctionPathRelinker", "An operator that relinks paths between test functions solutions.")]
[StorableClass]
public sealed class SingleObjectiveTestFunctionPathRelinker : PathRelinker {
#region Parameter properties
public IValueParameter RelinkingIntensityParameter {
get { return (IValueParameter)Parameters["RelinkingIntensity"]; }
}
#endregion
#region Properties
private IntValue RelinkingIntensity {
get { return RelinkingIntensityParameter.Value; }
}
#endregion
[StorableConstructor]
private SingleObjectiveTestFunctionPathRelinker(bool deserializing) : base(deserializing) { }
private SingleObjectiveTestFunctionPathRelinker(SingleObjectiveTestFunctionPathRelinker original, Cloner cloner) : base(original, cloner) { }
public SingleObjectiveTestFunctionPathRelinker()
: base() {
#region Create parameters
Parameters.Add(new ValueParameter("RelinkingIntensity", "Determines how strong path relinking should be applied.", new IntValue(10)));
#endregion
}
public override IDeepCloneable Clone(Cloner cloner) {
return new SingleObjectiveTestFunctionPathRelinker(this, cloner);
}
public static ItemArray Apply(IItem initiator, IItem guide, IntValue k, PercentValue n) {
if (!(initiator is RealVector) || !(guide is RealVector))
throw new ArgumentException("Cannot relink path because one of the provided solutions or both have the wrong type.");
if (n.Value <= 0.0)
throw new ArgumentException("RelinkingAccuracy must be greater than 0.");
RealVector v1 = initiator.Clone() as RealVector;
RealVector v2 = guide as RealVector;
if (v1.Length != v2.Length)
throw new ArgumentException("The solutions are of different length.");
IList solutions = new List();
for (int i = 0; i < k.Value; i++) {
RealVector solution = v1.Clone() as RealVector;
for (int j = 0; j < solution.Length; j++)
solution[j] = v1[j] + 1 / (k.Value - i) * (v2[j] - v1[j]);
solutions.Add(solution);
}
IList selection = new List();
if (solutions.Count > 0) {
int noSol = (int)(solutions.Count * n.Value);
if (noSol <= 0) noSol++;
double stepSize = (double)solutions.Count / (double)noSol;
for (int i = 0; i < noSol; i++)
selection.Add(solutions.ElementAt((int)((i + 1) * stepSize - stepSize * 0.5)));
}
return new ItemArray(selection);
}
protected override ItemArray Relink(ItemArray parents, PercentValue n) {
if (parents.Length != 2)
throw new ArgumentException("The number of parents is not equal to 2.");
return Apply(parents[0], parents[1], RelinkingIntensity, n);
}
}
}