#region License Information
/* HeuristicLab
* Copyright (C) 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.Optimization.Operators;
using HEAL.Attic;
using HeuristicLab.Problems.VehicleRouting.Encodings.Potvin;
using HeuristicLab.Problems.VehicleRouting.Interfaces;
namespace HeuristicLab.Problems.VehicleRouting {
///
/// An operator which performs similarity calculation between two VRP solutions.
///
///
/// The operator calculates the similarity based on the number of edges the two solutions have in common.
///
[Item("VRPSimilarityCalculator", "An operator which performs similarity calculation between two VRP solutions.")]
[StorableType("16011E6B-62F5-4165-9F8D-E4BA5191FB7E")]
public sealed class VRPSimilarityCalculator : SingleObjectiveSolutionSimilarityCalculator {
protected override bool IsCommutative { get { return true; } }
[Storable]
public IVRPProblemInstance ProblemInstance { get; set; }
[StorableConstructor]
private VRPSimilarityCalculator(StorableConstructorFlag _) : base(_) { }
private VRPSimilarityCalculator(VRPSimilarityCalculator original, Cloner cloner)
: base(original, cloner) {
this.ProblemInstance = cloner.Clone(original.ProblemInstance);
}
public VRPSimilarityCalculator() : base() { }
public override IDeepCloneable Clone(Cloner cloner) {
return new VRPSimilarityCalculator(this, cloner);
}
public static double CalculateSimilarity(PotvinEncoding left, PotvinEncoding right) {
if (left == null || right == null)
throw new ArgumentException("Cannot calculate similarity because one of the provided solutions or both are null.");
if (left == right) return 1.0;
// extract edges from first solution
var edges1 = new List>();
foreach (Tour tour in left.Tours) {
edges1.Add(new Tuple(0, tour.Stops[0]));
for (int i = 0; i < tour.Stops.Count - 1; i++)
edges1.Add(new Tuple(tour.Stops[i], tour.Stops[i + 1]));
edges1.Add(new Tuple(tour.Stops[tour.Stops.Count - 1], 0));
}
// extract edges from second solution
var edges2 = new List>();
foreach (Tour tour in right.Tours) {
edges2.Add(new Tuple(0, tour.Stops[0]));
for (int i = 0; i < tour.Stops.Count - 1; i++)
edges2.Add(new Tuple(tour.Stops[i], tour.Stops[i + 1]));
edges2.Add(new Tuple(tour.Stops[tour.Stops.Count - 1], 0));
}
if (edges1.Count + edges2.Count == 0)
throw new ArgumentException("Cannot calculate diversity because no tours exist.");
int identicalEdges = 0;
foreach (var edge in edges1) {
if (edges2.Any(x => x.Equals(edge)))
identicalEdges++;
}
return identicalEdges * 2.0 / (edges1.Count + edges2.Count);
}
public override double CalculateSolutionSimilarity(IScope leftSolution, IScope rightSolution) {
var sol1 = leftSolution.Variables[SolutionVariableName].Value as IVRPEncoding;
var sol2 = rightSolution.Variables[SolutionVariableName].Value as IVRPEncoding;
var potvinSol1 = sol1 is PotvinEncoding ? sol1 as PotvinEncoding : PotvinEncoding.ConvertFrom(sol1, ProblemInstance);
var potvinSol2 = sol2 is PotvinEncoding ? sol2 as PotvinEncoding : PotvinEncoding.ConvertFrom(sol2, ProblemInstance);
return CalculateSimilarity(potvinSol1, potvinSol2);
}
}
}