#region License Information /* HeuristicLab * Copyright (C) 2002-2015 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.Persistence.Default.CompositeSerializers.Storable; using HeuristicLab.Problems.TestFunctions.MultiObjective; namespace HeuristicLab.Algorithms.MOCMAEvolutionStrategy { [Item("HypervolumeIndicator", "Selection of Offspring based on contributing Hypervolume")] [StorableClass] internal class HypervolumeIndicator : Item, IIndicator { public int LeastContributer(IEnumerable front, Func extractor, MultiObjectiveTestFunctionProblem problem) { var frontArr = front.Select(extractor.Invoke).ToList(); var refPoint = BuildReference(frontArr.Concat(new[] { problem.TestFunction.ReferencePoint(problem.Objectives) }), problem.Maximization); var hv = Hypervolume.Calculate(frontArr, refPoint, problem.Maximization); return Enumerable.Range(0, frontArr.Count).Select(i => Contribution(frontArr, i, problem.Maximization, refPoint, hv)).ArgMin(); } private static double Contribution(IList front, int idx, bool[] maximization, double[] refPoint, double hv) { var point = front[idx]; front.RemoveAt(idx); var contribution = hv - Hypervolume.Calculate(front, refPoint, maximization); front.Insert(idx, point); return contribution; } private static double[] BuildReference(IEnumerable front, IReadOnlyList maximization) { var refPoint = new double[maximization.Count]; foreach (var point in front) for (var i = 0; i < maximization.Count; i++) refPoint[i] = maximization[i] ? Math.Min(refPoint[i], point[i]) : Math.Max(refPoint[i], point[i]); return refPoint; } [StorableConstructor] protected HypervolumeIndicator(bool deserializing) : base(deserializing) { } protected HypervolumeIndicator(HypervolumeIndicator original, Cloner cloner) : base(original, cloner) { } public override IDeepCloneable Clone(Cloner cloner) { return new HypervolumeIndicator(this, cloner); } public HypervolumeIndicator() { } } }