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voronoi.R
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voronoi.R
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#voronoi.R
# generate a set of random points
library(pracma)
library(rlist)
vni.makePoint <- function(x,y) {
# x: numeric
# y: numeric
return(list(x=x,y=y))
}
vni.validatePoint <- function(p) {
x <- p$x
y <- p$y
if (is.null(x) || is.null(y)) {
print("Invalid point:")
print(c(x,y))
return(FALSE)
}
return(TRUE)
}
vni.genPoints <- function(n=1, xmax, ymax) {
# n: numeric (an integer)
# x: numeric
# y: numeric
# @return A list of random points
xvals <- runif(n)*xmax
yvals <- runif(n)*ymax
P <- list()
for (i in 1:length((xvals))) {
q <- vni.makePoint(round(xvals[i],0), round(yvals[i],0))
P[[length(P) + 1]] <- q
}
return(P)
}
vni.makeEdge <- function(x1, y1, x2, y2) {
p1 <- vni.makePoint(x1,y1)
p2 <- vni.makePoint(x2,y2)
result <- list(p1,p2)
if (vni.validateEdge(result)) {}
return(result)
}
vni.validateEdge <- function(e) {
p1 <- e[[1]]
p2 <- e[[2]]
if (!vni.validatePoint(p1) || !vni.validatePoint(p2)) {
stop(list(msg="invalid edge!",edge=e))
}
return(TRUE)
}
# define basic operations on the 'cell' data type
vni.makeCell <- function(point, edges) {
# A cell is a point and a collection (list) of edges
result <- list(point=point,edges=edges)
return(result)
}
vni.validateCell <- function(c) {
p <- c$point
validPoint <- vni.validatePoint(p)
el <- c$edges
validEdges <- function(el) {
for (e in el) {
if (!vni.validateEdge(e)) {
return(FALSE)
}
}
return(TRUE)
}
if (!validPoint || !validEdges(el)) {
print("Invalid cell!")
return(FALSE)
}
return(TRUE)
}
vni.makeCells <- function(P,E) {
result <- list()
if (length(P) == 0 || length(P) != length(E)) {
return(NULL)
}
for (i in 1:length(P)) {
cell <- vni.makeCell(P[[i]],E[[i]])
validCell <- vni.validateCell(cell)
if (is.null(cell) || !validCell) {
print("problem cell:")
print(cell)
stop("encountered an error making a batch of cells")
}
result[[length(result)+1]] <- cell
}
return(result)
}
vni.ixEdge <- function(e, e_0) {
# algorithm adapted from this page:
# http://geomalgorithms.com/a05-_intersect-1.html
# returns point of intersection if edge e intersects e0
e_p <- c(e[[1]]$x, e[[1]]$y)
e_q <- c(e[[2]]$x, e[[2]]$y)
e_v <- e_q - e_p # get vector by fixing one endpoint
e_0_p <- c(e_0[[1]]$x, e_0[[1]]$y)
e_0_q <- c(e_0[[2]]$x, e_0[[2]]$y)
e_0_v <- e_0_q - e_0_p # get vector by fixing one endpoint
if (length(e_v) != 2 || length(e_0_v) != 2) {
print("e_p")
print(e_p)
print("e_q")
print(e_q)
print("e_v")
print(e_v)
print("e_0_p")
print(e_0_p)
print("e_0_q")
print(e_0_q)
print("e_0_v")
print(e_0_v)
stop("Problem with finding intersection")
}
w <- e_p - e_0_p
perp <- function(u,v) {
return(det(cbind(u,v)))
}
D <- perp(e_v, e_0_v)
# test if parallel
if (abs(round(D,3)) == 0) { # parallel
# check for collinearity
if (perp(e_v,w) != 0 || perp(e_0_v, w) != 0) {
# not collinear
return(NULL)
}
# get the squared lengths
dev <- dot(e_v,e_v)
de0v <- dot(e_0_v, e_0_v)
if (dev == 0 && de0v == 0) {
# both are points
if (e_p == e_0_p) {
# the same point
return(vni.makePoint(e_p[1], e_p[2]))
}
# else different points
return(NULL)
}
if (dev == 0) {
# e is a point
# should check if it lies on e0
# todo
return(NULL)
}
if (de0v == 0) {
# e0 is a point
# should check if it lies on e0
# todo
}
# else collinear segments
# todo
}
# skew and may intersect
# get slope products
s <- perp(e_0_v,w) / D
if (s < 0 || s > 1) {
# no intersection
return(NULL)
}
t <- perp(e_v, w) / D
if (t < 0 || t > 1) {
# no intersection
return(NULL)
}
ix <- e_p + s*e_v
return(vni.makePoint(ix[1], ix[2]))
}
vni.ixEdges <- function(e0, edges) {
# returns the first intersection of edge e0 and the list of edges
# NULL if none found
for (i in 1:length(edges)) {
ix <- vni.ixEdge(edges[[i]], e0)
if (is.list(ix)) {
return(ix)
}
}
return(NULL)
}
vni.getPBL1 <- function(e) {
}
vni.rotateR2 <- function(v, a=pi) {
# rotates a two dimensional vector clockwise by angle a (in radians)
R <- rbind(c(cos(a), -sin(a)),
c(sin(a), cos(a)))
result <- round(R%*%v,6)
return(result[,1])
}
vni.midpointL2 <- function(p, q) {
rx <- (p$x + q$x)/2
ry <- (p$y + q$y)/2
return(c(rx,ry))
}
vni.getPBL2 <- function(e, width=400, height=400) {
# we need to know the width and height so we can scale to infinity
# get one vector corresponding to the edge
v <- c(e[[2]]$x-e[[1]]$x,e[[2]]$y-e[[1]]$y)
# get perpendicular vector
w <- vni.rotateR2(v, pi/2)
# get midpoint of the segment
m <- vni.midpointL2(e[[1]],e[[2]])
# perpendicular bisector is vertical
if (w[1] == 0) {
return(vni.makeEdge(m[1], height*2, m[1], -height*2))
}
# perpendicular bisector is horizontal
if (w[2] == 0) {
return(vni.makeEdge(width*2, m[2], -width*2,m[2]))
}
# default: pointing to the right
x0 <- -3*width
x1 <- 3*width
y <- function(x,m,w) {
return(w[2]/w[1]*(x-m[1])+m[2])
}
return(vni.makeEdge(x0, y(x0,m,w), x1, y(x1,m,w)))
}
vni.getPB <- function(e, geometry="L2", width=400, height=400) {
# given an edge, returns a bisector as a LIST of edges
if (geometry == "L2") {
result <- list(vni.getPBL2(e,width, height))
return(result)
}
}
vni.sameSide <- function(c, e, bound) {
# c: a list with components x and y representing a point
# e: an edge made of two points like c
# bound: a list of edges forming a boundary
# this sort of inspired by the ray casting algorithm
#
# looking at rays from point c to each of the endpoints of e
e_1 <- e[[1]]
e_2 <- e[[2]]
v1 <- vni.makeEdge(c$x, c$y, e_1$x, e_1$y)
v2 <- vni.makeEdge(c$x, c$y, e_2$x, e_2$y)
ix1 <- vni.ixEdges(v1, bound)
ix2 <- vni.ixEdges(v2, bound)
if (is.null(ix1) && is.null(ix2)) {
# if there are no intersections, the edge is on the same side as the point
return(TRUE)
}
# if both have an intersection with the boundary, we are on the other side
# if only one has an intersection, the edge crosses the boundary
# in both cases, not on the same side
return(FALSE)
}
vni.sameEdge <- function(e1, e2) {
# uses the triangle inequality to see if this is the same edge:
#
# fix the first endpoint of e1
# obtain the vectors pointing to the other endpoints of e2
# the sum of their lengths must be exactly equal to the length of e1
#
# e1: the first edge
e1_a <- c(e1[[1]]$x, e1[[1]]$y) # first endpoint of e1
e1_b <- c(e1[[2]]$x, e1[[2]]$y) # second endpoint of e1
v_e1 <- e1_a - e1_b
len2_e1 <- dot(v_e1,v_e1)
#
# e2: the second edge
# first endpoint of e2
e2_a <- c(e2[[1]]$x, e2[[1]]$y)
# second endpoint of e2
e2_b <- c(e2[[2]]$x, e2[[2]]$y)
#
# vectors from the first endpoint of e1 pointing to the endpoints of e2
aa <- e2_a - e1_a # from e1_a to e2_a
ab <- e2_b - e1_a # from e1_a to e2_b
# why can't we just use vector addition? e1 and e2 might be parallel
# each other and have the same length!
# compare sum of squared lengths
if (dot(aa,aa) + dot(ab,ab) == len2_e1) {
return(TRUE)
}
return(FALSE)
}
vni.findEdges <- function(e0, edges) {
# find all matches of e0 in edges and return their indices
matches = c()
for (e in 1:length(edges)) {
if (vni.sameEdge(e0,edges[[e]])) {
matches[length(matches)+1] <- e
}
}
return(matches)
}
vni.removeEdgeMatches <- function(e0, edges) {
matches <- vni.findEdges(e0, edges)
if (length(matches) > 0) {
return(list.remove(edges,range=matches))
}
return(edges)
}
# bounding points at "infinity"
vni.genBounding <- function(width, height) {
P1 <- list(x=-width, y=-height)
P2 <- list(x=2*width, y=-height)
P3 <- list(x=2*width, y=2*height)
P4 <- list(x=-width,y=2*height)
# edges for cells of bounding points
E1 <- list(
vni.makeEdge(0.5*width,0.5*height,0.5*width,-10*height),
vni.makeEdge(0.5*width,-10*height, -10*width,0.5*height),
vni.makeEdge(-10*width,0.5*height, 0.5*width,0.5*height)
)
E2 <- list(
vni.makeEdge(0.5*width,0.5*height,0.5*width,-10*height),
vni.makeEdge(0.5*width,-10*height,10*width,0.5*height),
vni.makeEdge(10*width,0.5*height,0.5*width,0.5*height)
)
E3 <- list(
vni.makeEdge(0.5*width,0.5*height,0.5*width,10*height),
vni.makeEdge(0.5*width,10*height,10*width,0.5*height),
vni.makeEdge(10*width,0.5*height,0.5*width,0.5*height)
)
E4 <- list(
vni.makeEdge(0.5*width,0.5*height, 0.5*width,10*height),
vni.makeEdge(0.5*width,10*height, -10*width,0.5*height),
vni.makeEdge(-10*width,0.5*height, 0.5*width,0.5*height)
)
bound_points <- list(P1,P2,P3,P4)
bound_edges <- list(E1,E2,E3,E4)
for (el in bound_edges) {
for (e in el) {
if (!vni.validateEdge(e)) {
stop("for edge: ",e," in list ", "el")
}
}
}
bound_cells <- vni.makeCells(bound_points, bound_edges)
return(list(points=bound_points, edges=bound_edges, cells=bound_cells))
}
vni.genCells <- function(points, geometry="L2", width=400, height=400) {
# this procedure adapted from
# https://courses.cs.washington.edu/courses/cse326/00wi/projects/voronoi.html
Sites <- points # generator point for the Voronoi cell
# initialize cells of bounding points "at infinity" (outside the finite space)
bounding <- vni.genBounding(width = width, height = height)
Cells <- bounding$cells # treat as immutable
siteIndex <- 0
status <- ""
for (s in Sites) {
# === debug
# status <- "start of sites"
# siteIndex <- siteIndex + 1
# print(list(site=siteIndex)) # debug
# s <- Sites[[siteIndex]] # for debug
# create a new cell for site
cell_point <- s
cell_edges <- list() # to add edges
CellsUpdate <- list()
# cellIndex <- 0 # debug
for (c in Cells) {
# === debug ===
# status <- "start of cells"
# cellIndex <- cellIndex + 1
# print(list(cell=cellIndex)) # debug
# c <- Cells[[cellIndex]] # for debug
s2 <- c$point
# get edge connecting cell sites
seg <- vni.makeEdge(cell_point$x, cell_point$y, s2$x, s2$y)
# find pb, the perpendicular bisector of the points
pb <- vni.getPB(seg, geometry, width, height)
# create a place to store intersections with pb (critical points)
ix <- list() # intersections
c_edges <- list() # edges to keep in the cell
# edgeCounter <- 0
for (e in c$edges) {
# debug ==
# status <- "start of edges"
# edgeCounter <- edgeCounter + 1
# print(list(edge=edgeCounter))
# e <- c$edges[[edgeCounter]] # debug
# validate edge
if (!vni.validateEdge(e)) {
print("invalid edge debug")
print("[e]")
print(e)
print("in cell with site:")
print(s2)
print("cell index")
print(length(CellsUpdate)+1)
stop("encountered invalid edge")
}
# test spatial relationship between e and pb
#
# if e intersects pb (we will get an intersection point,
# which will be a list with $x $y)
# status <<- "detecting intersections"
ix_pb <- vni.ixEdges(e, pb)
if (is.list(ix_pb) && vni.validatePoint(ix_pb)) {
# clip e to keep the part on the far side of pb
# - we can tell which endpoint is on the other side
# by making a "degenerate" edge with the same endpoint
e1 <- e[[1]]
e2 <- e[[2]]
makeDegenEdge <- function(p) {
return(vni.makeEdge(p$x,p$y,p$x,p$y))
}
e1e <- makeDegenEdge(e[[1]])
clippedEdge <- NULL
# status <- "edge intersection"
if (vni.sameSide(cell_point,e1e,pb)) {
# if e1 is on the same side as s (the site of the cell)
# then use e2 as the endpoint for the clipped edge
clippedEdge <- vni.makeEdge(e2$x,e2$y,ix_pb$x,ix_pb$y)
} else {
# otherwise e1 is on the other side, so use that
clippedEdge <- vni.makeEdge(e1$x,e1$y,ix_pb$x,ix_pb$y)
}
# keep this edge
c_edges[[length(c_edges)+1]] <- clippedEdge
# point of intersection with pb
ix[[length(ix)+1]] <- ix_pb
} else if (vni.sameSide(cell_point, e, pb)) {
# if e is entirely on the proximal side of pb relative to s
# don't save this edge in c
# find this edge in Edges and delete it
# status <- "edge: entirely same side, need to remove"
# Edges <- vni.removeEdgeMatches(e, Edges)
} else {
# do nothing to the edge if it is distal to s and pb
# keep this edge
# validate edge
c_edges[[length(c_edges)+1]] <- e
}
}
# status <- "looking at critical points"
# should be 0 or 2 critical points
if (length(ix) == 2) {
# if 2, create a new edge
e_prime <- vni.makeEdge(ix[[1]]$x,ix[[1]]$y,ix[[2]]$x,ix[[2]]$y)
# print(list(msg="New edge for cell ", cell=cellIndex, edge_num=(length(cell_edges)+1)))
# and add to:
# - cell edges
cell_edges[[length(cell_edges)+1]] <- e_prime
# - c
c_edges[[length(c_edges)+1]] <- e_prime
}
# update c before we move to the next one
# status <- "updating cell"
c_update <- vni.makeCell(c$point, c_edges)
if (!vni.validateCell(c_update)) {
print("invalid cell after update")
print("old cell")
print(c)
print("new cell")
print(c_update)
stop("problem with updated cell")
}
# add the updated cell back into the overall Cells collection
CellsUpdate[[length(CellsUpdate)+1]] <- c_update
# status <<- "end of cells loop"
} # for c in Cells
# add new cell to Cells
CellsUpdate[[length(CellsUpdate)+1]] <- vni.makeCell(cell_point, cell_edges)
# update Cells
Cells <- CellsUpdate
}
# now to clip all edges to the bounding rectangle
return(Cells[5:length(Cells)])
}
# plotting functions
# ------------------
### data helpers
vni.extractLabelToList <- function(l,label='x') {
X <- list()
counter <- 0
for (p in l) {
counter <- counter + 1
if (length(p) > 0) {
X[[length(X)+1]] <- p[[label]]
}
}
return(X)
}
vni.extractLabel <- function(l,label='x') {
X <- c()
for (p in l) {
if (length(p) > 0) {
X <- c(X,p[[label]])
}
}
return(X)
}
vni.plotEdges <- function(E, color="black") {
if (length(E) > 0) {
edge_to_debug <<- E
startPoints <- vni.extractLabelToList(E,1)
endPoints <- vni.extractLabelToList(E,2)
startX <- vni.extractLabel(startPoints,"x")
startY <- vni.extractLabel(startPoints,"y")
endX <- vni.extractLabel(endPoints,"x")
endY <- vni.extractLabel(endPoints,"y")
segments(startX,startY,endX,endY, col=color)
} else {
print("warning - vni.plotEdges: got empty edge list")
}
}
vni.plotCells <- function(cells, width, height, cex = 0.5, pch = 16) {
extractPointsXY <- function(cells) {
points <- vni.extractLabelToList(cells, "point")
X <- vni.extractLabel(points,"x")
Y <- vni.extractLabel(points,"y")
return(list(X=X,Y=Y))
}
extractEdges <- function(cells) {
edgesLists <- vni.extractLabelToList(cells, "edges")
allEdges <- list()
for (l in edgesLists) {
for (e in l) {
allEdges[[length(allEdges)+1]] <- e
}
}
return(allEdges)
}
print(cells)
pointsXY <- extractPointsXY(cells)
n <- length(pointsXY$X)
plotTitle <- paste("Voronoi Diagram,",n,"random points")
print(paste("Plotting",plotTitle))
par(cex=cex,pch=pch)
plot(pointsXY$X,pointsXY$Y,
main=plotTitle,
col="red",
xlab="x",
ylab="y",
xlim=c(0,width),
ylim=c(0,height)
)
allEdges <- extractEdges(cells)
vni.plotEdges(allEdges)
return(allEdges)
}