637 lines
18 KiB
Java
637 lines
18 KiB
Java
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import javax.swing.*;
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import java.awt.*;
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import java.awt.geom.*;
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import java.util.*;
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import java.util.List;
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import java.util.Queue;
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public class DelaunayVoronoi extends JFrame {
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static class SubDivision {
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List<QuadEdge> quadEdges = new ArrayList<>();
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QuadEdge startingEdge;
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static final double tolerance = 0.001;
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Point.Double[] frameVertex = new Point.Double[3];
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private QuadEdge lastEdge = null;
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SubDivision(Collection<Point.Double> siteCoords) {
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double minX = Double.POSITIVE_INFINITY;
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double maxX = Double.NEGATIVE_INFINITY;
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double minY = Double.POSITIVE_INFINITY;
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double maxY = Double.NEGATIVE_INFINITY;
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for (Point.Double p : siteCoords) {
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minX = Math.min(minX, p.x);
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maxX = Math.max(maxX, p.x);
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minY = Math.min(minX, p.y);
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maxY = Math.max(maxX, p.y);
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}
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double offset = Math.max(maxX - minX, maxX - minX) * 10;
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frameVertex[0] = new Point.Double((maxX + minX) / 2, maxY + offset);
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frameVertex[1] = new Point.Double(minX - offset, minY - offset);
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frameVertex[2] = new Point.Double(maxX + offset, minY - offset);
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QuadEdge a = makeEdge(frameVertex[0], frameVertex[1]);
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QuadEdge b = makeEdge(frameVertex[1], frameVertex[2]);
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QuadEdge.splice(a.sym(), b);
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QuadEdge c = makeEdge(frameVertex[2], frameVertex[0]);
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QuadEdge.splice(b.sym(), c);
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QuadEdge.splice(c.sym(), a);
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startingEdge = a;
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}
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QuadEdge makeEdge(Point.Double o, Point.Double d) {
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QuadEdge q = QuadEdge.makeEdge(o, d);
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quadEdges.add(q);
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return q;
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}
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QuadEdge connect(QuadEdge a, QuadEdge b) {
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QuadEdge q = QuadEdge.connect(a, b);
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quadEdges.add(q);
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return q;
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}
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void delete(QuadEdge e) {
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QuadEdge.splice(e, e.oPrev());
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QuadEdge.splice(e.sym(), e.sym().oPrev());
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QuadEdge eSym = e.sym();
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QuadEdge eRot = e.rot();
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QuadEdge eRotSym = e.rot().sym();
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// this is inefficient on an ArrayList, but this method should be called infrequently
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quadEdges.remove(e);
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quadEdges.remove(eSym);
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quadEdges.remove(eRot);
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quadEdges.remove(eRotSym);
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e.delete();
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eSym.delete();
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eRot.delete();
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eRotSym.delete();
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}
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// The edge returned has the property that either v is on e, or e is an edge of a triangle containing v.
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QuadEdge locate(Point.Double v) {
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if (lastEdge == null || !lastEdge.isNotDeleted()) {
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lastEdge = quadEdges.iterator().next();
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}
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QuadEdge e = lastEdge;
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for (int iter = 0; ; iter++) {
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if (iter > quadEdges.size()) {
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throw new RuntimeException("Possible topology error");
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}
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if (v.equals(e.orig()) || v.equals(e.dest())) {
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break;
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} else if (rightOf(v, e)) {
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e = e.sym();
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} else if (!rightOf(v, e.oNext())) {
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e = e.oNext();
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} else if (!rightOf(v, e.dPrev())) {
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e = e.dPrev();
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} else {
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// on edge or in triangle containing edge
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// System.out.println("Locate count: " + iter);
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break;
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}
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}
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return e;
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}
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// Tests whether a QuadEdge is an edge incident on a frame triangle vertex
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boolean isFrameEdge(QuadEdge e) {
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return isFrameVertex(e.orig()) || isFrameVertex(e.dest());
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}
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boolean isFrameVertex(Point.Double v) {
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return v.equals(frameVertex[0]) || v.equals(frameVertex[1]) || v.equals(frameVertex[2]);
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}
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static double distancePointLine(Point.Double p, Point.Double A, Point.Double B) {
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if (A.x == B.x && A.y == B.y) return p.distance(A);
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double r = ((p.x - A.x) * (B.x - A.x) + (p.y - A.y) * (B.y - A.y)) / ((B.x - A.x) * (B.x - A.x) + (B.y - A.y) * (B.y - A.y));
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if (r <= 0.0) return p.distance(A);
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if (r >= 1.0) return p.distance(B);
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double s = ((A.y - p.y) * (B.x - A.x) - (A.x - p.x) * (B.y - A.y)) / ((B.x - A.x) * (B.x - A.x) + (B.y - A.y) * (B.y - A.y));
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return Math.abs(s) * Math.sqrt(((B.x - A.x) * (B.x - A.x) + (B.y - A.y) * (B.y - A.y)));
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}
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static boolean isOnEdge(QuadEdge e, Point.Double p) {
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double dist = distancePointLine(p, e.orig(), e.dest());
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double EDGE_COINCIDENCE_TOL_FACTOR = 1000;
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return dist < tolerance / EDGE_COINCIDENCE_TOL_FACTOR;
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}
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boolean isEndPointOfEdge(QuadEdge e, Point.Double v) {
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return equals(v, e.orig(), tolerance) || equals(v, e.dest(), tolerance);
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}
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// A TriangleVisitor which computes and sets the circumCenter as the origin of the dual edges originating in each triangle
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static class TriangleCircumcentreVisitor implements TriangleVisitor {
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public void visit(QuadEdge[] triEdges) {
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Point.Double cc = circumCenter(triEdges[0].orig(), triEdges[1].orig(), triEdges[2].orig());
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// save the circumCenter as the origin for the dual edges originating in this triangle
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triEdges[0].rot().setOrig(cc);
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triEdges[1].rot().setOrig(cc);
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triEdges[2].rot().setOrig(cc);
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}
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static Point.Double circumCenter(Point.Double a, Point.Double b, Point.Double c) {
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double Bx = b.x - a.x;
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double By = b.y - a.y;
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double Cx = c.x - a.x;
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double Cy = c.y - a.y;
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double d = 2 * (Bx * Cy - By * Cx);
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double z1 = Bx * Bx + By * By;
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double z2 = Cx * Cx + Cy * Cy;
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double cx = Cy * z1 - By * z2;
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double cy = Bx * z2 - Cx * z1;
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return new Point.Double(cx / d + a.x, cy / d + a.y);
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}
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}
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// Stores the edges for a visited triangle. Also pushes sym (neighbour) edges on stack to visit later.
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QuadEdge[] fetchTriangleToVisit(QuadEdge edge, Queue<QuadEdge> edgeStack, boolean includeFrame, Set<QuadEdge> visitedEdges) {
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QuadEdge[] triEdges = new QuadEdge[3];
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QuadEdge curr = edge;
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int edgeCount = 0;
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boolean isFrame = false;
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do {
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triEdges[edgeCount] = curr;
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if (isFrameEdge(curr))
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isFrame = true;
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// push sym edges to visit next
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QuadEdge sym = curr.sym();
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if (!visitedEdges.contains(sym))
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edgeStack.add(sym);
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// mark this edge as visited
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visitedEdges.add(curr);
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edgeCount++;
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curr = curr.lNext();
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} while (curr != edge);
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return isFrame && !includeFrame ? null : triEdges;
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}
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void visitTriangles(TriangleVisitor triVisitor, boolean includeFrame) {
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Queue<QuadEdge> q = new ArrayDeque<>();
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q.add(startingEdge);
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Set<QuadEdge> visitedEdges = Collections.newSetFromMap(new IdentityHashMap<>());
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while (!q.isEmpty()) {
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QuadEdge edge = q.remove();
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if (!visitedEdges.contains(edge)) {
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QuadEdge[] triEdges = fetchTriangleToVisit(edge, q, includeFrame, visitedEdges);
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if (triEdges != null)
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triVisitor.visit(triEdges);
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}
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}
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}
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/**
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* Gets a collection of {@link QuadEdge}s whose origin
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* vertices are a unique set which includes
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* all vertices in the subdivision.
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* The frame vertices can be included if required.
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* <p>
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* This is useful for algorithms which require traversing the
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* subdivision starting at all vertices.
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* Returning a quadedge for each vertex
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* is more efficient than
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* the alternative of finding the actual vertices
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* quadedges attached to them.
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*
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* @param includeFrame true if the frame vertices should be included
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* @return a collection of QuadEdge with the vertices of the subdivision as their origins
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*/
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List<QuadEdge> getVertexUniqueEdges(boolean includeFrame) {
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List<QuadEdge> edges = new ArrayList<>();
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Set<Point.Double> visitedVertices = new HashSet<>();
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for (QuadEdge qe : quadEdges) {
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Point.Double v = qe.orig();
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if (!visitedVertices.contains(v)) {
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visitedVertices.add(v);
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if (includeFrame || !isFrameVertex(v)) {
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edges.add(qe);
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}
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}
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/**
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* Inspect the sym edge as well, since it is
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* possible that a vertex is only at the
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* dest of all tracked quadedges.
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*/
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QuadEdge qd = qe.sym();
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Point.Double vd = qd.orig();
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if (!visitedVertices.contains(vd)) {
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visitedVertices.add(vd);
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if (includeFrame || !isFrameVertex(vd)) {
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edges.add(qd);
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}
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}
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}
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return edges;
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}
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// Gets the coordinates for each triangle in the subdivision as an array
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List<Point.Double[]> getTriangleCoordinates() {
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TriangleCoordinatesVisitor visitor = new TriangleCoordinatesVisitor();
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visitTriangles(visitor, false);
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return visitor.getTriangles();
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}
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static class TriangleCoordinatesVisitor implements TriangleVisitor {
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private List<Point.Double[]> triCoords = new ArrayList<>();
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public void visit(QuadEdge[] triEdges) {
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Point.Double[] coords = new Point.Double[4];
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for (int i = 0; i < 3; i++) {
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coords[i] = triEdges[i].orig();
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}
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coords[3] = coords[0];
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triCoords.add(coords);
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}
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List<Point.Double[]> getTriangles() {
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return triCoords;
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}
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}
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/**
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* Gets a List of {@link Polygon}s for the Voronoi cells
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* of this triangulation.
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* <p>
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* The userData of each polygon is set to be the {@link Point.Double)
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* of the cell site. This allows easily associating external
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* data associated with the sites to the cells.
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*
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* @param geomFact a geometry factory
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* @return a List of Polygons
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*/
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List<Point.Double[]> getVoronoiCellPolygons() {
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/*
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* Compute circumcentres of triangles as vertices for dual edges.
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* Precomputing the circumcentres is more efficient,
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* and more importantly ensures that the computed centres
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* are consistent across the Voronoi cells.
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*/
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visitTriangles(new TriangleCircumcentreVisitor(), true);
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List<Point.Double[]> cells = new ArrayList<>();
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for (QuadEdge qe : getVertexUniqueEdges(false)) {
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cells.add(getVoronoiCellPolygon(qe));
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}
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return cells;
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}
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/**
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* Gets the Voronoi cell around a site specified
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* by the origin of a QuadEdge.
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* <p>
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* The userData of the polygon is set to be the {@link Point.Double)
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* of the site. This allows attaching external
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* data associated with the site to this cell polygon.
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*
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* @param qe a quadedge originating at the cell site
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* @param geomFact a factory for building the polygon
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* @return a polygon indicating the cell extent
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*/
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Point.Double[] getVoronoiCellPolygon(QuadEdge qe) {
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List<Point.Double> coordList = new ArrayList<>();
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QuadEdge startQE = qe;
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do {
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Point.Double cc = qe.rot().orig();
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coordList.add(cc);
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// move to next triangle CW around vertex
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qe = qe.oPrev();
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} while (qe != startQE);
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coordList.add(coordList.get(0));
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if (coordList.size() < 4) {
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System.out.println(coordList);
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coordList.add(coordList.get(coordList.size() - 1));
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}
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Point.Double v = startQE.orig();
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Point.Double[] pts = coordList.toArray(new Point.Double[0]);
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return pts;
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}
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interface TriangleVisitor {
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void visit(QuadEdge[] triEdges);
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}
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/**
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* Inserts a new point into a subdivision representing a Delaunay triangulation,
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* and fixes the affected edges so that the result is still a Delaunay triangulation
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*
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* @return a quadedge containing the inserted vertex
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*/
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QuadEdge insertSite(Point.Double v) {
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/**
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* This code is based on Guibas and Stolfi (1985), with minor modifications
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* and a bug fix from Dani Lischinski (Graphic Gems 1993). (The modification
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* I believe is the test for the inserted site falling exactly on an
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* existing edge. Without this test zero-width triangles have been observed
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* to be created)
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*/
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QuadEdge e = locate(v);
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if (isEndPointOfEdge(e, v)) {
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// point is already in subdivision.
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return e;
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} else if (isOnEdge(e, v)) {
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// the point lies exactly on an edge, so delete the edge
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// (it will be replaced by a pair of edges which have the point as a vertex)
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e = e.oPrev();
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delete(e.oNext());
|
||
|
|
}
|
||
|
|
|
||
|
|
// Connect the new point to the vertices of the containing triangle (or quadrilateral, if the new point fell on an existing edge.)
|
||
|
|
QuadEdge base = makeEdge(e.orig(), v);
|
||
|
|
QuadEdge.splice(base, e);
|
||
|
|
QuadEdge startEdge = base;
|
||
|
|
do {
|
||
|
|
base = connect(e, base.sym());
|
||
|
|
e = base.oPrev();
|
||
|
|
} while (e.lNext() != startEdge);
|
||
|
|
|
||
|
|
// Examine suspect edges to ensure that the Delaunay condition is satisfied.
|
||
|
|
do {
|
||
|
|
QuadEdge t = e.oPrev();
|
||
|
|
if (rightOf(t.dest(), e) && isInCircle(e.orig(), t.dest(), e.dest(), v)) {
|
||
|
|
QuadEdge.swap(e);
|
||
|
|
e = e.oPrev();
|
||
|
|
} else if (e.oNext() == startEdge) {
|
||
|
|
return base; // no more suspect edges.
|
||
|
|
} else {
|
||
|
|
e = e.oNext().lPrev();
|
||
|
|
}
|
||
|
|
} while (true);
|
||
|
|
}
|
||
|
|
|
||
|
|
|
||
|
|
static boolean equals(Point.Double p1, Point.Double p2, double tolerance) {
|
||
|
|
return p1.distance(p2) < tolerance;
|
||
|
|
}
|
||
|
|
|
||
|
|
static boolean isInCircle(Point.Double a, Point.Double b, Point.Double c, Point.Double p) {
|
||
|
|
double adx = a.x - p.x;
|
||
|
|
double ady = a.y - p.y;
|
||
|
|
double bdx = b.x - p.x;
|
||
|
|
double bdy = b.y - p.y;
|
||
|
|
double cdx = c.x - p.x;
|
||
|
|
double cdy = c.y - p.y;
|
||
|
|
|
||
|
|
double abdet = adx * bdy - bdx * ady;
|
||
|
|
double bcdet = bdx * cdy - cdx * bdy;
|
||
|
|
double cadet = cdx * ady - adx * cdy;
|
||
|
|
double alift = adx * adx + ady * ady;
|
||
|
|
double blift = bdx * bdx + bdy * bdy;
|
||
|
|
double clift = cdx * cdx + cdy * cdy;
|
||
|
|
|
||
|
|
double disc = alift * bcdet + blift * cadet + clift * abdet;
|
||
|
|
return disc > 0;
|
||
|
|
}
|
||
|
|
|
||
|
|
static boolean isCCW(Point.Double a, Point.Double b, Point.Double c) {
|
||
|
|
return (b.x - a.x) * (c.y - a.y) - (b.y - a.y) * (c.x - a.x) > 0;
|
||
|
|
}
|
||
|
|
|
||
|
|
static boolean rightOf(Point.Double p, QuadEdge e) {
|
||
|
|
return isCCW(p, e.dest(), e.orig());
|
||
|
|
}
|
||
|
|
}
|
||
|
|
|
||
|
|
// Guibas and Stolfi,"Primitives for the manipulation of general subdivisions and the computation of Voronoi diagrams"
|
||
|
|
static class QuadEdge {
|
||
|
|
QuadEdge next; // next CCW edge
|
||
|
|
QuadEdge rot; // the dual of this edge, directed from right to left
|
||
|
|
Point.Double vertex; // The vertex that this edge represents
|
||
|
|
|
||
|
|
static QuadEdge makeEdge(Point.Double o, Point.Double d) {
|
||
|
|
QuadEdge q0 = new QuadEdge();
|
||
|
|
QuadEdge q1 = new QuadEdge();
|
||
|
|
QuadEdge q2 = new QuadEdge();
|
||
|
|
QuadEdge q3 = new QuadEdge();
|
||
|
|
|
||
|
|
q0.rot = q1;
|
||
|
|
q1.rot = q2;
|
||
|
|
q2.rot = q3;
|
||
|
|
q3.rot = q0;
|
||
|
|
|
||
|
|
q0.setOnext(q0);
|
||
|
|
q1.setOnext(q3);
|
||
|
|
q2.setOnext(q2);
|
||
|
|
q3.setOnext(q1);
|
||
|
|
|
||
|
|
q0.setOrig(o);
|
||
|
|
q0.setDest(d);
|
||
|
|
return q0;
|
||
|
|
}
|
||
|
|
|
||
|
|
/**
|
||
|
|
* Creates a new QuadEdge connecting the destination of a to the origin of
|
||
|
|
* b, in such a way that all three have the same left face after the connection is complete.
|
||
|
|
*/
|
||
|
|
static QuadEdge connect(QuadEdge a, QuadEdge b) {
|
||
|
|
QuadEdge e = makeEdge(a.dest(), b.orig());
|
||
|
|
splice(e, a.lNext());
|
||
|
|
splice(e.sym(), b);
|
||
|
|
return e;
|
||
|
|
}
|
||
|
|
|
||
|
|
/**
|
||
|
|
* Splices two edges together or apart.
|
||
|
|
* Splice affects the two edge rings around the origins of a and b, and, independently, the two
|
||
|
|
* edge rings around the left faces of a and b.
|
||
|
|
* In each case, (i) if the two rings are distinct,
|
||
|
|
* Splice will combine them into one, or (ii) if the two are the same ring, Splice will break it
|
||
|
|
* into two separate pieces. Thus, Splice can be used both to attach the two edges together, and
|
||
|
|
* to break them apart.
|
||
|
|
*/
|
||
|
|
static void splice(QuadEdge a, QuadEdge b) {
|
||
|
|
QuadEdge alpha = a.oNext().rot();
|
||
|
|
QuadEdge beta = b.oNext().rot();
|
||
|
|
|
||
|
|
QuadEdge t1 = b.oNext();
|
||
|
|
QuadEdge t2 = a.oNext();
|
||
|
|
QuadEdge t3 = beta.oNext();
|
||
|
|
QuadEdge t4 = alpha.oNext();
|
||
|
|
|
||
|
|
a.setOnext(t1);
|
||
|
|
b.setOnext(t2);
|
||
|
|
alpha.setOnext(t3);
|
||
|
|
beta.setOnext(t4);
|
||
|
|
}
|
||
|
|
|
||
|
|
// Turns an edge counterclockwise inside its enclosing quadrilateral
|
||
|
|
static void swap(QuadEdge e) {
|
||
|
|
QuadEdge a = e.oPrev();
|
||
|
|
QuadEdge b = e.sym().oPrev();
|
||
|
|
splice(e, a);
|
||
|
|
splice(e.sym(), b);
|
||
|
|
splice(e, a.lNext());
|
||
|
|
splice(e.sym(), b.lNext());
|
||
|
|
e.setOrig(a.dest());
|
||
|
|
e.setDest(b.dest());
|
||
|
|
}
|
||
|
|
|
||
|
|
void delete() {
|
||
|
|
rot = null;
|
||
|
|
}
|
||
|
|
|
||
|
|
boolean isNotDeleted() {
|
||
|
|
return rot != null;
|
||
|
|
}
|
||
|
|
|
||
|
|
void setOnext(QuadEdge next) {
|
||
|
|
this.next = next;
|
||
|
|
}
|
||
|
|
|
||
|
|
QuadEdge rot() {
|
||
|
|
return rot;
|
||
|
|
}
|
||
|
|
|
||
|
|
QuadEdge sym() {
|
||
|
|
return rot.rot;
|
||
|
|
}
|
||
|
|
|
||
|
|
QuadEdge invRot() {
|
||
|
|
return rot.rot.rot;
|
||
|
|
}
|
||
|
|
|
||
|
|
QuadEdge oNext() {
|
||
|
|
return next;
|
||
|
|
}
|
||
|
|
|
||
|
|
QuadEdge oPrev() {
|
||
|
|
return rot.next.rot;
|
||
|
|
}
|
||
|
|
|
||
|
|
QuadEdge dNext() {
|
||
|
|
return sym().next.sym();
|
||
|
|
}
|
||
|
|
|
||
|
|
QuadEdge dPrev() {
|
||
|
|
return invRot().next.invRot();
|
||
|
|
}
|
||
|
|
|
||
|
|
QuadEdge lNext() {
|
||
|
|
return invRot().next.rot;
|
||
|
|
}
|
||
|
|
|
||
|
|
QuadEdge lPrev() {
|
||
|
|
return next.sym();
|
||
|
|
}
|
||
|
|
|
||
|
|
QuadEdge rNext() {
|
||
|
|
return rot.next.invRot();
|
||
|
|
}
|
||
|
|
|
||
|
|
QuadEdge rPrev() {
|
||
|
|
return sym().next;
|
||
|
|
}
|
||
|
|
|
||
|
|
void setOrig(Point.Double o) {
|
||
|
|
vertex = o;
|
||
|
|
}
|
||
|
|
|
||
|
|
void setDest(Point.Double d) {
|
||
|
|
sym().setOrig(d);
|
||
|
|
}
|
||
|
|
|
||
|
|
Point.Double orig() {
|
||
|
|
return vertex;
|
||
|
|
}
|
||
|
|
|
||
|
|
Point.Double dest() {
|
||
|
|
return sym().orig();
|
||
|
|
}
|
||
|
|
}
|
||
|
|
|
||
|
|
// visualization
|
||
|
|
Random rnd = new Random(1);
|
||
|
|
List<Point.Double> points = new ArrayList<>();
|
||
|
|
List<Point2D.Double[]> tr = Collections.emptyList();
|
||
|
|
List<Point2D.Double[]> voronoiCellPolygons = Collections.emptyList();
|
||
|
|
|
||
|
|
public DelaunayVoronoi() {
|
||
|
|
int n = 100;
|
||
|
|
for (int i = 0; i < n; i++) {
|
||
|
|
int x = rnd.nextInt(950) + 1;
|
||
|
|
int y = rnd.nextInt(700) + 1;
|
||
|
|
Point.Double c = new Point.Double(x, y);
|
||
|
|
points.add(c);
|
||
|
|
}
|
||
|
|
setContentPane(new JPanel() {
|
||
|
|
protected void paintComponent(Graphics g) {
|
||
|
|
super.paintComponent(g);
|
||
|
|
Graphics2D g2 = ((Graphics2D) g);
|
||
|
|
g2.setRenderingHint(RenderingHints.KEY_ANTIALIASING, RenderingHints.VALUE_ANTIALIAS_ON);
|
||
|
|
g2.setStroke(new BasicStroke(1));
|
||
|
|
g.setColor(Color.BLUE);
|
||
|
|
for (Object o : tr) {
|
||
|
|
Point.Double[] a = (Point.Double[]) o;
|
||
|
|
for (int i = 0; i + 1 < a.length; i++) {
|
||
|
|
g.drawLine((int) a[i].x, (int) a[i].y, (int) a[i + 1].x, (int) a[i + 1].y);
|
||
|
|
}
|
||
|
|
}
|
||
|
|
g2.setStroke(new BasicStroke(3));
|
||
|
|
g.setColor(Color.BLACK);
|
||
|
|
for (Object o : voronoiCellPolygons) {
|
||
|
|
Point.Double[] a = (Point.Double[]) o;
|
||
|
|
for (int i = 0; i + 1 < a.length; i++) {
|
||
|
|
g.drawLine((int) a[i].x, (int) a[i].y, (int) a[i + 1].x, (int) a[i + 1].y);
|
||
|
|
}
|
||
|
|
}
|
||
|
|
g.setColor(Color.RED);
|
||
|
|
for (Point.Double point : points) {
|
||
|
|
g.drawOval((int) point.x - 2, (int) point.y - 2, 5, 5);
|
||
|
|
}
|
||
|
|
}
|
||
|
|
});
|
||
|
|
setSize(new Dimension(1024, 768));
|
||
|
|
setDefaultCloseOperation(WindowConstants.EXIT_ON_CLOSE);
|
||
|
|
setVisible(true);
|
||
|
|
new Thread() {
|
||
|
|
public void run() {
|
||
|
|
while (true) {
|
||
|
|
final Point2D.Double pivot = points.get(0);
|
||
|
|
pivot.x += rnd.nextInt(4);
|
||
|
|
pivot.y += rnd.nextInt(2);
|
||
|
|
pivot.x %= 950;
|
||
|
|
pivot.y %= 700;
|
||
|
|
|
||
|
|
Set<Point.Double> uniquePoints = new HashSet<>(points);
|
||
|
|
SubDivision subdivision = new SubDivision(uniquePoints);
|
||
|
|
for (Point.Double p : uniquePoints) subdivision.insertSite(p);
|
||
|
|
tr = subdivision.getTriangleCoordinates();
|
||
|
|
voronoiCellPolygons = subdivision.getVoronoiCellPolygons();
|
||
|
|
|
||
|
|
repaint();
|
||
|
|
try {
|
||
|
|
Thread.sleep(15);
|
||
|
|
} catch (InterruptedException e) {
|
||
|
|
e.printStackTrace();
|
||
|
|
}
|
||
|
|
}
|
||
|
|
}
|
||
|
|
}.start();
|
||
|
|
}
|
||
|
|
|
||
|
|
public static void main(String[] args) {
|
||
|
|
new DelaunayVoronoi();
|
||
|
|
}
|
||
|
|
}
|