private ScatterSearch CreateScatterSearchVRPSample() {
      #region Problem Configuration
      var provider = new SolomonInstanceProvider();
      var instance = provider.GetDataDescriptors().Single(x => x.Name == "C101");
      VehicleRoutingProblem vrpProblem = new VehicleRoutingProblem();
      vrpProblem.Load(provider.LoadData(instance));
      #endregion

      #region Algorithm Configuration
      ScatterSearch ss = new ScatterSearch();
      ss.Engine = new SequentialEngine.SequentialEngine();
      ss.Name = "Scatter Search - VRP";
      ss.Description = "A scatter search algorithm which solves the \"C101\" vehicle routing problem (imported from Solomon)";
      ss.Problem = vrpProblem;

      var improver = ss.Problem.Operators.OfType<VRPIntraRouteImprovementOperator>().First();
      improver.ImprovementAttemptsParameter.Value.Value = 15;
      improver.SampleSizeParameter.Value.Value = 10;
      ss.Improver = improver;

      var pathRelinker = ss.Problem.Operators.OfType<VRPPathRelinker>().First();
      pathRelinker.IterationsParameter.Value.Value = 25;
      ss.PathRelinker = pathRelinker;

      var similarityCalculator = ss.SimilarityCalculatorParameter.ValidValues.OfType<VRPSimilarityCalculator>().First();
      ss.SimilarityCalculator = similarityCalculator;

      ss.MaximumIterations.Value = 2;
      ss.PopulationSize.Value = 20;
      ss.ReferenceSetSize.Value = 10;
      ss.Seed.Value = 0;
      return ss;
      #endregion
    }
Пример #2
0
    private GeneticAlgorithm CreateGaVrpSample() {
      GeneticAlgorithm ga = new GeneticAlgorithm();

      #region Problem Configuration
      VehicleRoutingProblem vrpProblem = new VehicleRoutingProblem();

      SolomonFormatInstanceProvider instanceProvider = new SolomonInstanceProvider();
      CVRPTWData data = instanceProvider.Import(@"Test Resources\C101.txt", @"Test Resources\C101.opt.txt") as CVRPTWData;
      vrpProblem.Load(data);
      vrpProblem.Name = "C101 VRP (imported from Solomon)";
      vrpProblem.Description = "Represents a Vehicle Routing Problem.";
      CVRPTWProblemInstance instance = vrpProblem.ProblemInstance as CVRPTWProblemInstance;
      instance.DistanceFactor.Value = 1;
      instance.FleetUsageFactor.Value = 100;
      instance.OverloadPenalty.Value = 100;
      instance.TardinessPenalty.Value = 100;
      instance.TimeFactor.Value = 0;
      vrpProblem.MaximizationParameter.Value.Value = false;
      instance.UseDistanceMatrix.Value = true;
      instance.Vehicles.Value = 25;
      #endregion
      #region Algorithm Configuration
      ga.Name = "Genetic Algorithm - VRP";
      ga.Description = "A genetic algorithm which solves the \"C101\" vehicle routing problem (imported from Solomon)";
      ga.Problem = vrpProblem;
      SamplesUtils.ConfigureGeneticAlgorithmParameters<TournamentSelector, MultiVRPSolutionCrossover, MultiVRPSolutionManipulator>(
        ga, 100, 1, 1000, 0.05, 3);

      var xOver = (MultiVRPSolutionCrossover)ga.Crossover;
      foreach (var op in xOver.Operators) {
        xOver.Operators.SetItemCheckedState(op, false);
      }
      xOver.Operators.SetItemCheckedState(xOver.Operators
        .OfType<PotvinRouteBasedCrossover>()
        .Single(), true);
      xOver.Operators.SetItemCheckedState(xOver.Operators
        .OfType<PotvinSequenceBasedCrossover>()
        .Single(), true);

      var manipulator = (MultiVRPSolutionManipulator)ga.Mutator;
      foreach (var op in manipulator.Operators) {
        manipulator.Operators.SetItemCheckedState(op, false);
      }
      manipulator.Operators.SetItemCheckedState(manipulator.Operators
        .OfType<PotvinOneLevelExchangeMainpulator>()
        .Single(), true);
      manipulator.Operators.SetItemCheckedState(manipulator.Operators
        .OfType<PotvinTwoLevelExchangeManipulator>()
        .Single(), true);
      #endregion

      return ga;
    }