#region License Information
/* HeuristicLab
* Copyright (C) 2002-2019 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 HeuristicLab.Common;
using HeuristicLab.Core;
using HeuristicLab.Data;
using HeuristicLab.Parameters;
using HEAL.Attic;
namespace HeuristicLab.Optimization.Operators {
///
/// Compares two qualities and creates a boolean flag that indicates if the left side is better than the right side or if the difference in quality is acceptable given a certain probability.
///
///
/// The probabilty is that of simulated annealing: A randomly drawn (uniformly) real value in
/// the interval [0;1) has to be smaller than e^(-diff/T) where diff is the absolute quality difference
/// and T is the temperature (here called dampening).
///
[Item("ProbabilisticQualityComparator", "Compares two qualities and creates a boolean flag that indicates if the left side is better than the right side or if the difference in quality is acceptable given a certain probability.")]
[StorableType("E8467C96-D88F-4EFA-B3BF-78DBFA63B36A")]
public class ProbabilisticQualityComparator : QualityComparator, IStochasticOperator {
public ILookupParameter DampeningParameter {
get { return (ILookupParameter)Parameters["Dampening"]; }
}
public ILookupParameter RandomParameter {
get { return (ILookupParameter)Parameters["Random"]; }
}
[StorableConstructor]
protected ProbabilisticQualityComparator(StorableConstructorFlag _) : base(_) { }
protected ProbabilisticQualityComparator(ProbabilisticQualityComparator original, Cloner cloner) : base(original, cloner) { }
public ProbabilisticQualityComparator()
: base() {
Parameters.Add(new LookupParameter("Dampening", "The dampening factor that influences the probability."));
Parameters.Add(new LookupParameter("Random", "The random number generator."));
}
public override IDeepCloneable Clone(Cloner cloner) {
return new ProbabilisticQualityComparator(this, cloner);
}
protected override bool Compare(bool maximization, double left, double right) {
if (base.Compare(maximization, left, right)) return true;
double t = DampeningParameter.ActualValue.Value;
double probability = Math.Exp(-Math.Abs(left - right) / t);
return RandomParameter.ActualValue.NextDouble() < probability;
}
}
}