focal: Focal values

In rspatial/terra: Spatial Data Analysis

Focal values

Description

Calculate focal ("moving window") values for each cell.

Usage

## S4 method for signature 'SpatRaster'
focal(x, w=3, fun="sum", ..., na.policy="all", fillvalue=NA, 
		expand=FALSE, silent=TRUE, filename="", overwrite=FALSE, wopt=list()) 

Arguments

x	SpatRaster
w	window. The window can be defined as one (for a square) or two numbers (row, col); or with an odd-sized weights matrix. See Details.
fun	function that takes multiple numbers, and returns a numeric vector (one or multiple numbers). For example mean, modal, min or max
...	additional arguments passed to fun such as na.rm
na.policy	character. Can be used to determine the cells of x for which focal values should be computed. Must be one of "all" (compute for all cells), "only" (only for cells that are NA) or "omit" (skip cells that are NA). Note that the value of this argument does not affect which cells around each focal cell are included in the computations (use na.rm=TRUE to ignore cells that are NA for that)
fillvalue	numeric. The value of the cells in the virtual rows and columns outside of the raster
expand	logical. If TRUE The value of the cells in the virtual rows and columns outside of the raster are set to be the same as the value on the border. Only available for "build-in" funs such as mean, sum, min and max
silent	logical. If TRUE error messages are printed that may occur when trying fun to determine the length of the returned value. This can be useful in debugging a fun that does not work
filename	character. Output filename
overwrite	logical. If TRUE, filename is overwritten
wopt	additional arguments for writing files as in writeRaster

Details

focal The window used must have odd dimensions. If you need even sides, you can use a matrix and add a column or row of NA's to mask out values.

Window values are typically 1 or NA to indicate whether a value is used or ignored in computations, respectively. NA values in w can be useful for creating non-rectangular (e.g. circular) windows.

A weights matrix of numeric values can also be supplied to w. In the case of a weights matrix, cells with NA weights will be ignored, and the rest of the values in the focal window will be multiplied by the corresponding weight prior to 'fun' being applied. Note, na.rm does not need to be TRUE if w contains NA values as these cells are ignored in computations.

The "mean" function is a special case, where supplying weights to w will instead calculate a weighted mean.

The "sum" function returns NA if all focal cells are NA and na.rm=TRUE. R would normally return a zero in these cases. See the difference between focal(x, fun=sum, na.rm=TRUE) and focal(x, fun=\(i) sum(i, na.rm=TRUE))

Example weight matrices

Laplacian filter: filter=matrix(c(0,1,0,1,-4,1,0,1,0), nrow=3)

Sobel filters (for edge detection):

fx=matrix(c(-1,-2,-1,0,0,0,1,2,1), nrow=3)

fy=matrix(c(1,0,-1,2,0,-2,1,0,-1), nrow=3)

Value

SpatRaster

Note

When using global lon/lat rasters, the focal window "wraps around" the date-line.

See Also

focalMat, focalValues, focal3D, focalPairs, focalReg, focalCpp

Examples

r <- rast(ncols=10, nrows=10, ext(0, 10, 0, 10))
values(r) <- 1:ncell(r)

f <- focal(r, w=3, fun=function(x, ...) quantile(x, c(.25, .5, .75), ...), na.rm=TRUE) 

f <- focal(r, w=3, fun="mean") 

# the following two statements are equivalent:
a <- focal(r, w=matrix(1/9, nc=3, nr=3))
b <- focal(r, w=3, fun=mean, na.rm=FALSE)

# but this is different
d <- focal(r, w=3, fun=mean, na.rm=TRUE)

## illustrating the effect of different 
## combinations of na.rm and na.policy
v <- vect(system.file("ex/lux.shp", package="terra"))
r <- rast(system.file("ex/elev.tif", package="terra"))
r[45:50, 45:50] <- NA

# also try "mean" or "min"
f <- "sum" 
# na.rm=FALSE
plot(focal(r, 5, f) , fun=lines(v))

# na.rm=TRUE
plot(focal(r, 5, f, na.rm=TRUE), fun=lines(v))

# only change cells that are NA
plot(focal(r, 5, f, na.policy="only", na.rm=TRUE), fun=lines(v))

# do not change cells that are NA
plot(focal(r, 5, f, na.policy="omit", na.rm=TRUE), fun=lines(v))

# does not do anything
# focal(r, 5, f, na.policy="only", na.rm=FALSE)

rspatial/terra documentation built on Nov. 5, 2024, 5:13 p.m.