1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2018 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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4 | *
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5 | * This file is part of HeuristicLab.
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6 | *
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7 | * HeuristicLab is free software: you can redistribute it and/or modify
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8 | * it under the terms of the GNU General Public License as published by
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9 | * the Free Software Foundation, either version 3 of the License, or
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10 | * (at your option) any later version.
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11 | *
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12 | * HeuristicLab is distributed in the hope that it will be useful,
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13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
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14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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15 | * GNU General Public License for more details.
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16 | *
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17 | * You should have received a copy of the GNU General Public License
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18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
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19 | */
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20 | #endregion
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21 |
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22 | using System.Linq;
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23 | using HeuristicLab.Common;
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24 | using HeuristicLab.Core;
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25 | using HeuristicLab.Data;
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26 | using HeuristicLab.Optimization;
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27 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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28 | using HEAL.Attic;
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29 |
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30 | namespace HeuristicLab.Analysis {
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31 | [StorableType("6f09f028-039d-4da8-9585-2575f9aef074")]
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32 | [Item("CrowdingAnalyzer", "The mean crowding distance for each point of the Front (see Multi-Objective Performance Metrics - Shodhganga for more information)")]
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33 | public class CrowdingAnalyzer : MultiObjectiveSuccessAnalyzer {
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34 | public override string ResultName {
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35 | get { return "Crowding"; }
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36 | }
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37 |
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38 | [StorableConstructor]
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39 | protected CrowdingAnalyzer(StorableConstructorFlag _) : base(_) { }
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40 | public CrowdingAnalyzer(CrowdingAnalyzer original, Cloner cloner)
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41 | : base(original, cloner) { }
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42 | public override IDeepCloneable Clone(Cloner cloner) {
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43 | return new CrowdingAnalyzer(this, cloner);
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44 | }
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45 |
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46 | public CrowdingAnalyzer() {
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47 | Parameters.Add(new ResultParameter<DoubleValue>("Crowding", "The average corwding distance of all points (excluding infinities)", "Results", new DoubleValue(double.NaN)));
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48 | }
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49 |
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50 | public override IOperation Apply() {
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51 | var qualities = QualitiesParameter.ActualValue;
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52 | var crowdingDistance = CrowdingCalculator.CalculateCrowding(qualities.Select(x => x.ToArray()));
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53 | ResultParameter.ActualValue.Value = crowdingDistance;
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54 | return base.Apply();
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55 | }
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56 | }
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57 | } |
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