File:ChanAlgDemo.gif
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Original file (918 × 324 pixels, file size: 1.06 MB, MIME type: image/gif, looped, 61 frames, 49 s)
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Summary
DescriptionChanAlgDemo.gif |
English: A demo of Chan's algorithm to find a 2D convex hull. |
Date | |
Source | Own work |
Author | Shiyu Ji |
Python 3 Code
'''
Convex Hull Demo (SVG) for Chan's algorithm.
Firstly use this code to generate SVG frames.
Then transform to bitmaps and convert to GIF.
'''
# range size
N, M = 300, 900
margin = 20
def saveToSVG(nFrames, points, partitions, firmed, trying):
f = open('demo_'+'0'*(3-len(str(nFrames)))+str(nFrames)+'.svg', 'w')
f.write("<svg xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n")
for p in points:
f.write("<circle cx=\"" +str(p[0]+margin)+ "\" cy=\""+ str(N-p[1]+margin) +"\" r=\"5\" fill=\"white\" stroke=\"black\"/>\n")
for par in partitions:
for i in range(len(par)-1):
f.write("<line x1=\"" +str(par[i][0]+margin)+ "\" y1=\""+ str(N-par[i][1]+margin) +"\" x2=\"" + str(par[i+1][0]+margin) + "\" y2=\"" + str(N-par[i+1][1]+margin) + "\" stroke=\"grey\" stroke-width=\"3\"/>\n")
f.write("<line x1=\"" +str(par[-1][0]+margin)+ "\" y1=\""+ str(N-par[-1][1]+margin) +"\" x2=\"" + str(par[0][0]+margin) + "\" y2=\"" + str(N-par[0][1]+margin) + "\" stroke=\"grey\" stroke-width=\"3\"/>\n")
for i in range(len(firmed)-1):
f.write("<line x1=\"" +str(firmed[i][0]+margin)+ "\" y1=\""+ str(N-firmed[i][1]+margin) +"\" x2=\"" + str(firmed[i+1][0]+margin) + "\" y2=\"" + str(N-firmed[i+1][1]+margin) + "\" stroke=\"red\" stroke-width=\"5\"/>\n")
for i in range(len(trying)-1):
f.write("<line x1=\"" +str(trying[i][0]+margin)+ "\" y1=\""+ str(N-trying[i][1]+margin) +"\" x2=\"" + str(trying[i+1][0]+margin) + "\" y2=\"" + str(N-trying[i+1][1]+margin) + "\" stroke=\"blue\" stroke-width=\"5\"/>\n")
f.write("</svg>\n")
f.close()
def generatePoints(n):
import random as r
r.seed(100)
res = []
for i in range(n):
pt = [r.randint(0,M), r.randint(0,N)]
if [pt] not in res:
res += [pt]
return res
def norm(x, y):
return (x*x+y*y)**.5
def dotProductNormed(x1, y1, x2, y2):
return (x1*x2+y1*y2)/norm(x1, y1)/norm(x2, y2)
def cross(x1, y1, x2, y2):
return x1*y2 - x2*y1
def graham(n, points):
if n<3: return
points.sort(key = lambda x: x[1])
first = points[0]
rest = points[1:]
rest.sort(key = lambda x: -dotProductNormed(x[0]-points[0][0], x[1]-points[0][1], 1, 0))
points = [first] + rest
stack = [points[0], points[1]]
i=2
while i<n:
x0, y0 = stack[-2][0], stack[-2][1]
x1, y1 = stack[-1][0], stack[-1][1]
x2, y2 = points[i][0], points[i][1]
if cross(x1-x0, y1-y0, x2-x0, y2-y0)<0:
stack.pop()
else:
stack += [points[i]]
i+=1
return stack
# TODO: may be improved.
def tangentPoint(t, hull):
n = len(hull)
if t in hull:
for i in range(len(hull)):
if hull[i] == t:
return hull[(i+1)%n]
if cross(hull[0][0]-t[0], hull[0][1]-t[1], hull[-1][0]-t[0], hull[-1][1]-t[1])>=0 and cross(hull[1][0]-t[0], hull[1][1]-t[1], hull[0][0]-t[0], hull[0][1]-t[1])<=0:
return hull[0]
if cross(hull[0][0]-t[0], hull[0][1]-t[1], hull[-1][0]-t[0], hull[-1][1]-t[1])<=0 and cross(hull[-1][0]-t[0], hull[-1][1]-t[1], hull[-2][0]-t[0], hull[-2][1]-t[1])>=0:
return hull[-1]
low, high = 1, n-2
while low+1<high:
i = low + (high-low)//2
if cross(hull[i][0]-t[0], hull[i][1]-t[1], hull[i-1][0]-t[0], hull[i-1][1]-t[1])>=0 and cross(hull[i+1][0]-t[0], hull[i+1][1]-t[1], hull[i][0]-t[0], hull[i][1]-t[1])<=0:
return hull[i]
if cross(hull[i][0]-t[0], hull[i][1]-t[1], hull[i-1][0]-t[0], hull[i-1][1]-t[1])>=0 and cross(hull[i+1][0]-t[0], hull[i+1][1]-t[1], hull[i][0]-t[0], hull[i][1]-t[1])>=0:
if cross(hull[i][0]-t[0], hull[i][1]-t[1], hull[low][0]-t[0], hull[low][1]-t[1])<=0:
if cross(hull[high+1][0]-t[0], hull[high+1][1]-t[1], hull[high][0]-t[0], hull[high][1]-t[1])>=0 and cross(hull[high][0]-t[0], hull[high][1]-t[1], hull[high-1][0]-t[0], hull[high-1][1]-t[1])>=0:
high = i
else: low = i
else: low = i
else:
if cross(hull[i][0]-t[0], hull[i][1]-t[1], hull[low][0]-t[0], hull[low][1]-t[1])>=0:
if cross(hull[low+1][0]-t[0], hull[low+1][1]-t[1], hull[low][0]-t[0], hull[low][1]-t[1])<=0 and cross(hull[low][0]-t[0], hull[low][1]-t[1], hull[low-1][0]-t[0], hull[low-1][1]-t[1])<=0:
low = i
else: high = i
else: high = i
for i in range(n):
j = (low+i)%n
if cross(hull[j][0]-t[0], hull[j][1]-t[1], hull[j-1][0]-t[0], hull[j-1][1]-t[1])>=0 and cross(hull[j+1][0]-t[0], hull[j+1][1]-t[1], hull[j][0]-t[0], hull[j][1]-t[1])<=0:
return hull[j]
def javis(s, hulls):
n = len(hulls)
t = s
res = [s]
nframe = 1
while True:
next_pt = t
for hull in hulls:
p = tangentPoint(t, hull)
saveToSVG(nframe, pts, hulls, res, [res[-1], p])
nframe+=1
if next_pt == t or cross(p[0]-t[0], p[1]-t[1], next_pt[0]-t[0], next_pt[1]-t[1])>0 :
next_pt = p
if next_pt == s:
res += [s]
break
else:
t = next_pt
res += [next_pt]
saveToSVG(nframe, pts, hulls, res, [])
nframe+=1
saveToSVG(nframe, pts, hulls, res, [])
return res
# test 120 points temporarily
n = 120
pts = generatePoints(n)
pts.sort(key = lambda x: x[0])
nPartition = 4
hulls = []
for i in range(nPartition):
hulls.append(graham(n//nPartition, pts[i*n//nPartition:(i+1)*n//nPartition]))
saveToSVG(0, pts, hulls, [], [])
start = hulls[0][0]
for hull in hulls:
for pt in hull:
if pt[1]<start[1] or (pt[1]==start[1] and pt[0] < start[0]):
start = pt
javis(start, hulls)
Licensing
I, the copyright holder of this work, hereby publish it under the following license:
This file is licensed under the Creative Commons Attribution-Share Alike 4.0 International license.
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- Under the following conditions:
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24 December 2016
image/gif
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1,109,092 byte
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Date/Time | Thumbnail | Dimensions | User | Comment | |
---|---|---|---|---|---|
current | 12:52, 24 December 2016 | 918 × 324 (1.06 MB) | Shiyu Ji | User created page with UploadWizard |
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