Specify merging mode
Etienne,
This is an interesting problem. I do not know what is going on, but
have insufficient time to study this right now.
This slightly adjusted code works in unexpected ways:
fmerge <- function(rasters, fun, ...){
ex <- raster(unionExtent(rasters))
res(ex) <- res(rasters[[1]])
for( i in 1:length(rasters) )
rasters[[i]] <- merge(rasters[[i]], ex)
fun(rasters[[1]], rasters[-1], na.rm=TRUE) # to force the first
argument to be a RasterLayer object
}
rfmn <- fmerge(rasters, fun=mean, na.rm=T) ? #works
rfx <- fmerge(rasters, fun=max, na.rm=T) ? #wrong
fun = max
rfx <- fmerge(rasters, fun=max, na.rm=T) ? #works
rfn <- fmerge(rasters, fun=min, na.rm=T) ? #works, but still returns max !
fun = min
rfn <- fmerge(rasters, fun=min, na.rm=T) ? #works
So something or other that is different in the environment of the
function fmerge... I suspect it has something to do with mean being a
normal generic while min and max are primitive functions and part of a
group-generic.
This is an alternative approach that I believe does work:
fmerge <- function(rasters, fun, ...){
ex <- raster(unionExtent(rasters))
res(ex) <- res(rasters[[1]])
for( i in 1:length(rasters) )
? rasters[[i]] <- merge(rasters[[i]], ex)
rasters <- stack(rasters)
fun(rasters, ...)
}
rfm <- fmerge(rasters, mean, na.rm=T) ?#ok
rfx <- fmerge(rasters, max, na.rm=T) ? #wrong
Also, I have now added a function 'mosaic' in raster (version 1.0.0-6)
that does this (merging with a function). mosaic() should make the
above functions redundant, but I would like to figure out what's going
on nevertheless. Ideas, anyone?
Robert
1.0.0-6
On Tue, Mar 30, 2010 at 8:32 AM, Etienne Bellemare Racine
<etiennebr at gmail.com> wrote:
A correction to my previous example, a line was missing :
Thanks (again) Robert,
From what you showed, I tried to wrap the operations in a generic function
for my own purpose, but I don't know why, I can only apply some functions
e.g. a mean function is ok, but not a max function. Could you point what's
wrong ? What's the better way to apply a function to a raster list ? My
problem is that I have a variable number of rasters to merge.
r <- raster()
r1 <- crop(r, extent(-10, 10, -10, 10))
r2 <- crop(r, extent(0, 20, 0, 20))
r3 <- crop(r, extent(10, 30, 10, 30))
r1[] <- 1:ncell(r1)
r2[] <- 1:ncell(r2)
r3[] <- 1:ncell(r3)
rasters <- list(r1, r2, r3)
fmerge <- function(rasters, fun, ...){
?ex <- raster(unionExtent(rasters))
?res(ex) <- res(rasters[[1]])
?ex[] <- NA
? ?for( i in 1:length(rasters) )
? ? ?rasters[[i]] <- merge(rasters[[i]], ex)
? ?do.call( fun, c(rasters, ...) )
}
rfm <- fmerge(rasters, mean, na.rm=T) ?#ok
rfx <- fmerge(rasters, max, na.rm=T) ? #wrong
Etienne
Robert J. Hijmans wrote :
Dear Etienne, This is not in raster (as a single function) but it is a good idea that I'll look at (and merge needs to be improved for speed also). A function that would blend overlapping layers based on distance to their edges would also be useful. Here are two ways in which you can accomplish what you asked for: r <- raster() r1 <- crop(r, extent(-10, 10, -10, 10)) r2 <- crop(r, extent(0, 20, 0, 20)) r1[] <- 1:ncell(r1) r2[] <- 1:ncell(r2) # the trick, first merge with empty RasterLayers r1 <- merge(r1, raster(r2)) r2 <- merge(raster(r1), r2) # Now combine with a function rm = mean(r1, r2, na.rm=TRUE) plot(rm) # alternative solution: r <- raster() r1 <- crop(r, extent(-10, 10, -10, 10)) r2 <- crop(r, extent(0, 20, 0, 20)) r1[] <- 1:ncell(r1) r2[] <- 1:ncell(r2) x = (r1 + r2) / 2 ? # this returns the spatial intersection or r1 & r2 rm = merge(x, r1, r2) plot(rma) Robert On Mon, Mar 29, 2010 at 1:39 PM, Etienne Bellemare Racine <etiennebr at gmail.com> wrote:
Hi list, In the raster package, is it possible to specify which way I want to blend the two rasters. e.g. : r1 <- raster(xmn = -10, ymn = -10, xmx = 10, ymx = 10) r2 <- raster(xmn = 0, ymn = 0, xmx = 20, ymx = 20) r1[] <- 1:ncell(r1) r2[] <- 1:ncell(r2) rm <- merge(r1, r2) plot(rm) You get the first raster on top (r1), but I would like to merge them with a function. I would like to use something like e.g. fun = mean or max. If it's not in the raster package, is there any package that allow to merge images and specify the way it merge. Thanks, Etienne ? ? ? [[alternative HTML version deleted]]
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