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import java.util.ArrayList; | |
public class Individual implements Comparable<Individual> { | |
private ArrayList<Segment> segments; | |
private double overallDeviation; | |
private double edgeValue; | |
private int rank; | |
private double crowdingDistance; | |
public Individual(ArrayList<Segment> segments, ArrayList<ArrayList<Node>> nodes){ | |
this.segments = segments; | |
this.overallDeviation = 0.1 * sumOverallDeviation(segments); | |
this.edgeValue = (-1) * sumEdgeValue(segments, nodes); | |
this.rank = 0; | |
this.crowdingDistance = 0; | |
} | |
double sumOverallDeviation(ArrayList<Segment> segments){ | |
double totalFitness = 0; | |
for (Segment segment : segments) { | |
totalFitness += overallDeviation(segment); | |
} | |
return totalFitness; | |
} | |
double sumEdgeValue(ArrayList<Segment> segments, ArrayList<ArrayList<Node>> nodes){ | |
double totalFitness = 0; | |
for(Segment segment : segments) { | |
totalFitness -= edgeValue(segment, nodes); //Trying to minimize this value, therefore it is the minus value. TODO: Test if we are correct. | |
} | |
return totalFitness; | |
} | |
/* | |
We want to minimize this | |
*/ | |
private double overallDeviation(Segment segment){ | |
double fitness = 0; | |
for (Node node : segment.getNodes()) { | |
fitness += Helpers.rgbDistance(node.getColor(), segment.getNodes().get(0).getColor()); | |
} | |
//segment.setOverallDeviation(fitness); | |
return fitness; | |
} | |
/* | |
We want to maximize this | |
*/ | |
private double edgeValue(Segment segment, ArrayList<ArrayList<Node>> nodes) { | |
double fitness = 0; | |
for (Node node : segment.getNodes()) { | |
for (Node neighbour : Helpers.getNodeNeighbours(node, nodes)) { | |
if (node.getSegment() == neighbour.getSegment()) { | |
continue; | |
} | |
node.setEdge(true); | |
//node.setColor(Color.BLACK); | |
fitness += Helpers.rgbDistance(node.getColor(), neighbour.getColor()); | |
} | |
} | |
return fitness; | |
} | |
public double getEdgeValue() { | |
return edgeValue; | |
} | |
public double getOverallDeviation() { | |
return overallDeviation; | |
} | |
public int compareTo(Individual o) { | |
return this.getRank() - o.getRank(); | |
} | |
public int getRank() { | |
return rank; | |
} | |
public void setRank(int rank) { | |
this.rank = rank; | |
} | |
public double getCrowdingDistance() { | |
return crowdingDistance; | |
} | |
public void setCrowdingDistance(double crowdingDistance) { | |
this.crowdingDistance = crowdingDistance; | |
} | |
public ArrayList<Segment> getSegments() { | |
return segments; | |
} | |
public void setSegments(ArrayList<Segment> segments) { | |
this.segments = segments; | |
} | |
} | |