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);
}
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
}
