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source: branches/VRP/HeuristicLab.Problems.VehicleRouting/3.4/Encodings/GVR/Crossovers/GVRCrossover.cs @ 7958

Last change on this file since 7958 was 6851, checked in by svonolfe, 13 years ago

Added support for multi depot CVRP instances (#1177)

File size: 4.6 KB
Line 
1#region License Information
2/* HeuristicLab
3 * Copyright (C) 2002-2010 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
4 *
5 * This file is part of HeuristicLab.
6 *
7 * HeuristicLab is free software: you can redistribute it and/or modify
8 * it under the terms of the GNU General Public License as published by
9 * the Free Software Foundation, either version 3 of the License, or
10 * (at your option) any later version.
11 *
12 * HeuristicLab is distributed in the hope that it will be useful,
13 * but WITHOUT ANY WARRANTY; without even the implied warranty of
14 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
15 * GNU General Public License for more details.
16 *
17 * You should have received a copy of the GNU General Public License
18 * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
19 */
20#endregion
21
22using HeuristicLab.Core;
23using HeuristicLab.Encodings.PermutationEncoding;
24using HeuristicLab.Parameters;
25using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
26using HeuristicLab.Data;
27using HeuristicLab.Optimization;
28using System.Collections.Generic;
29using HeuristicLab.Problems.VehicleRouting.Encodings.General;
30using HeuristicLab.Problems.VehicleRouting.Interfaces;
31using HeuristicLab.Common;
32
33namespace HeuristicLab.Problems.VehicleRouting.Encodings.GVR {
34  [Item("GVRCrossover", "The GVR crossover operation. It is implemented as described in Pereira, F.B. et al (2002). GVR: a New Genetic Representation for the Vehicle Routing Problem. AICS 2002, LNAI 2464, pp. 95-102.")]
35  [StorableClass]
36  public sealed class GVRCrossover : VRPCrossover, IStochasticOperator, IGVROperator {
37    public ILookupParameter<IRandom> RandomParameter {
38      get { return (LookupParameter<IRandom>)Parameters["Random"]; }
39    }
40
41    [StorableConstructor]
42    private GVRCrossover(bool deserializing) : base(deserializing) { }
43
44    public GVRCrossover() {
45      Parameters.Add(new LookupParameter<IRandom>("Random", "The pseudo random number generator which should be used for stochastic manipulation operators."));
46    }
47
48    public override IDeepCloneable Clone(Cloner cloner) {
49      return new GVRCrossover(this, cloner);
50    }
51
52    private GVRCrossover(GVRCrossover original, Cloner cloner)
53      : base(original, cloner) {
54    }
55
56    private GVREncoding Crossover(IRandom random, GVREncoding parent1, GVREncoding parent2) {
57      GVREncoding child = parent1.Clone() as GVREncoding;
58
59      Tour tour = parent2.Tours[random.Next(parent2.Tours.Count)];
60      int breakPoint1 = random.Next(tour.Stops.Count);
61      int length = random.Next(1, tour.Stops.Count - breakPoint1 + 1);
62      List<int> subroute = tour.Stops.GetRange(breakPoint1, length);
63     
64      //remove duplicates
65      List<Tour> toBeRemoved = new List<Tour>();
66
67      foreach (Tour route in child.Tours) {
68        foreach (int city in subroute) {
69          route.Stops.Remove(city);
70        }
71
72        if (route.Stops.Count == 0)
73          toBeRemoved.Add(route);
74      }
75      foreach (Tour route in toBeRemoved) {
76        child.Tours.Remove(route);
77      }
78
79      //choose nearest customer
80      double minDistance = -1;
81      int customer = -1;
82      for (int i = 1; i <= ProblemInstance.Cities.Value; i++) {
83        if (!subroute.Contains(i)) {
84          double distance = ProblemInstance.GetDistance(subroute[0], i, child);
85
86          if (customer == -1 || distance < minDistance) {
87            customer = i;
88            minDistance = distance;
89          }
90        }
91      }
92
93      //insert
94      if (customer != -1) {
95        Tour newTour;
96        int newPosition;
97        child.FindCustomer(customer, out newTour, out newPosition);
98        newTour.Stops.InsertRange(newPosition + 1, subroute);
99      } else {
100        //special case -> only one tour, whole tour has been chosen as subroute
101        child = parent1.Clone() as GVREncoding;
102      }
103
104      return child;
105    }
106   
107    public override IOperation Apply() {
108      ItemArray<IVRPEncoding> parents = new ItemArray<IVRPEncoding>(ParentsParameter.ActualValue.Length);
109      for (int i = 0; i < ParentsParameter.ActualValue.Length; i++) {
110        IVRPEncoding solution = ParentsParameter.ActualValue[i];
111        if (!(solution is GVREncoding)) {
112          parents[i] = GVREncoding.ConvertFrom(solution, ProblemInstance);
113        } else {
114          parents[i] = solution;
115        }
116      }
117      ParentsParameter.ActualValue = parents;
118
119      ChildParameter.ActualValue = Crossover(RandomParameter.ActualValue, parents[0] as GVREncoding, parents[1] as GVREncoding);
120
121      return base.Apply();
122    }
123  }
124}
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