123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319 |
- #' Extract Bit-Encoded Information and Create Weights Raster
- #'
- #' @description
- #' This function applies \code{\link{bitAnd}} and \code{\link{bitShiftR}}
- #' from \strong{bitops} to convert bit-encoded information. It is also possible
- #' to convert this information to a scale from 0 to 1 in order to use it as
- #' weighting information in functions like \code{\link{whittaker.raster}} or
- #' \code{\link{smooth.spline.raster}}.
- #'
- #' @param x \code{matrix}, vector or \code{Raster*} object.
- #' @param X \code{Raster*} object.
- #' @param bitShift \code{integer}. Bit starting point, see examples and
- #' \code{\link{detectBitInfo}}.
- #' @param bitMask \code{integer}. Bit mask size, see examples and
- #' \code{\link{detectBitInfo}}.
- #' @param threshold \code{integer}. Threshold for valid quality.
- #' @param filename \code{character} passed to \code{\link{writeRaster}}. If not
- #' specified, output is written to a temporary file.
- #' @param decodeOnly \code{logical}. If \code{FALSE} (default), convert bits to
- #' weights from 0 (not used) to 1 (best quality). If \code{TRUE}, only extract
- #' selected bits and convert to decimal system.
- #' @param keep If \code{NULL} (default), bits are only encoded, else an
- #' \code{integer} vector of values you want to keep (becomes \code{TRUE}), the
- #' rest becomes \code{NA}. See examples.
- #' @param datatype \code{character}. Output datatype, see
- #' \code{\link{writeRaster}}.
- #' @param ... Other arguments passed to \code{\link{writeRaster}}.
- #'
- #' @return
- #' A \code{Raster*} object.
- #'
- #' @note
- #' \code{\link{makeWeights}} and \code{\link{extractBits}} are identical with
- #' the only difference that \code{\link{makeWeights}} does additionally convert
- #' the data into weighting information.
- #'
- #' @seealso
- #' \code{\link{detectBitInfo}}.
- #'
- #' @author
- #' Matteo Mattiuzzi
- #'
- #' @examples
- #' \dontrun{
- #'
- #' # example MOD13Q1 see https://lpdaac.usgs.gov/products/modis_products_table/mod13q1
- #' # enter in Layers
- #' # See in TABLE 2: MOD13Q1 VI Quality
- #' # column 1 (bit) row 2 VI usefulness
- #' bitShift = 2
- #' bitMask = 15 # ('15' is the decimal of the binary '1111')
- #' # or try to use
- #' detectBitInfo("MOD13Q1") # not all products are available!
- #' viu <- detectBitInfo("MOD13Q1","VI usefulness") # not all products are available!
- #' viu
- #'
- #' # simulate bit info
- #' bit <- round(runif(10*10,1,65536))
- #'
- #' # extract from vector
- #' makeWeights(bit,bitShift,bitMask,decodeOnly=TRUE)
- #' # the same as
- #' extractBits(bit,bitShift,bitMask)
- #'
- #' # create a Raster object
- #' VIqual <- raster(ncol=10,nrow=10)
- #' VIqual[] <- bit
- #'
- #' # extract from Raster object
- #' a <- makeWeights(VIqual,bitShift,bitMask,decodeOnly=TRUE)
- #'
- #' # linear conversion of 0 (0000) to 15 (1111) to 1 fo 0
- #' b <- makeWeights(VIqual,bitShift,bitMask,decodeOnly=FALSE)
- #'
- #' threshold=6 # every thing < threshold becomes a weight = 0
- #' c <- makeWeights(VIqual,bitShift,bitMask,threshold,decodeOnly=FALSE)
- #'
- #' res <- round(cbind(a[],b[],c[]),2)
- #' colnames(res) <- c("ORIG","Weight","WeightThreshold")
- #' res
- #'
- #' #####
- #' # water mask
- #' tif = runGdal(product="MOD13A2",begin="2009001",end="2009001", extent=extent(c(-9,-3 ,54,58)),
- #' SDSstring="001",job="delme") # 6.4 MB
- #' x <- raster(unlist(tif))
- #'
- #' res1 <- maskWater(x)
- #' plot(res1)
- #'
- #' res2 <- maskWater(x,keep=1) # 1 = Land (nothing else)
- #' x11()
- #' plot(res2)
- #'
- #' # Land (Nothing else but land) + Ocean coastlines and lake shorelines + shallow inland Water,
- #' # the rest becomes NA
- #' x11()
- #' res3 <- maskWater(x,keep=c(1,2,3))
- #' plot(res3)
- #'
- #' ###############
- #'
- #' # as on Linux you can read HDF4 directly you can also do:
- #' if(.Platform$OS.type=="unix")
- #' {
- #' x <- getHdf(HdfName="MOD13A2.A2009001.h17v03.005.2009020044109.hdf", wait=0) # 6.4 MB
- #'
- #' detectBitInfo(x) # just info
- #' getSds(x) # just info
- #'
- #' x <- getSds(x)$SDS4gdal[3] # you need 'VI Quality'
- #' x <- raster(x)
- #' # plot(x)
- #' # ex <- drawExtent()
- #' ex <- extent(c(-580779,-200911,5974929,6529959))
- #' x <- crop(x,ex) # just for speed-up
- #'
- #' res1 <- maskWater(x)
- #' plot(res1)
- #'
- #' res2 <- maskWater(x,keep=1) # 1 = Land (Nothing else but land), the rest becomes NA
- #' x11()
- #' plot(res2)
- #'
- #' # Land (Nothing else but land) + Ocean coastlines and lake shorelines + shallow inland Water,
- #' # the rest becomes NA
- #' res3 <- maskWater(x,keep=c(1,2,3))
- #' x11()
- #' plot(res3)
- #' }
- #' }
- #'
- #' @describeIn makeWeights Extract bit-encoded information from \code{Raster*} file
- #' @aliases extractBits
- #' @export extractBits
- extractBits <- function(x, bitShift=2, bitMask=15, filename='',...)
- {
- if (inherits(x,"Raster"))
- {
- out <- brick(x, values=FALSE)
- if(nlayers(out)==1)
- {
- out <- raster(x)
- }
-
- out <- writeStart(out, filename=filename,...)
- tr <- blockSize(out)
-
- for (i in 1:tr$n)
- {
- v <- getValues(x, row=tr$row[i], nrows=tr$nrows[i])
- ve <- dim(v)
- v[v==0] <- NA
-
- # decode bits
- v <- bitAnd(bitShiftR(v, bitShift ), bitMask)
-
- v[is.na(v)] <- bitMask
-
- if (!is.null(ve))
- {
- v <- matrix(v,ncol=ve[2],nrow=ve[1],byrow=FALSE)
- }
-
- out <- writeValues(out, v, tr$row[i])
- }
- out <- writeStop(out)
- return(out)
- } else
- {
- ve <- dim(x)
-
- x[x==0] <- NA
- # decode bits
- x <- bitAnd(bitShiftR(x, bitShift ), bitMask)
- x[is.na(x)] <- bitMask
- if (!is.null(ve))
- {
- x <- matrix(x,ncol=ve[2],nrow=ve[1],byrow=FALSE)
- }
- return(x)
- }
- }
- #' @export makeWeights
- #' @name makeWeights
- makeWeights <- function(x, bitShift=2, bitMask=15, threshold=NULL, filename='', decodeOnly=FALSE,...)
- {
- if (inherits(x,"Raster"))
- {
- out <- brick(x, values=FALSE)
- if(nlayers(out)==1)
- {
- out <- raster(x)
- }
-
- out <- writeStart(out, filename=filename,...)
- tr <- blockSize(out)
-
- for (i in 1:tr$n)
- {
- v <- getValues(x, row=tr$row[i], nrows=tr$nrows[i])
- ve <- dim(v)
- v[v==0] <- NA
-
- # decode bits
- v <- bitAnd(bitShiftR(v, bitShift ), bitMask)
-
- v[is.na(v)] <- bitMask
-
- if (!is.null(threshold))
- {
- v[v > threshold] <- bitMask
- }
-
- if (!decodeOnly)
- {
- # turn up side down and scale bits for weighting
- v <- ((-1) * (v - bitMask))/bitMask
- v[v > 1] <- 1
- v[v < 0] <- 0
- }
-
- if (!is.null(ve))
- {
- v <- matrix(v,ncol=ve[2],nrow=ve[1],byrow=FALSE)
- }
-
- out <- writeValues(out, v, tr$row[i])
- }
- out <- writeStop(out)
- return(out)
- } else
- {
- ve <- dim(x)
-
- x[x==0] <- NA
- # decode bits
- x <- bitAnd(bitShiftR(x, bitShift ), bitMask)
- x[is.na(x)] <- bitMask
- if (!is.null(threshold))
- {
- x[x > threshold] <- bitMask
- }
-
- if (!decodeOnly)
- {
- # turn up side down and scale bits for weighting
- # theoretically best is 0 but the lowest value I have ever noticed is 1! So: (x-1)
- x <- ((-1) * (x - bitMask))/bitMask
- x[x > 1] <- 1
- x[x < 0] <- 0
- }
- if (!is.null(ve))
- {
- x <- matrix(x,ncol=ve[2],nrow=ve[1],byrow=FALSE)
- }
- return(x)
- }
- }
- ### maskWater (experimental)
- #' @describeIn makeWeights Masks water (additional information required)
- #' @aliases maskWater
- #' @export maskWater
- maskWater <- function(X, bitShift=NULL, bitMask = NULL, keep = NULL, datatype="INT1U",...)
- {
- if (!inherits(X,"Raster"))
- {
- stop("'maskWater' requires a raster* object")
- }
-
- if (is.null(bitShift) | is.null(bitMask))
- {
- cat("'bitShift', 'bitMask' not defined, trying to autodetect 'Land/Water Flag'!...\n")
- fname <- basename(names(X)[1])
- prodinfo <- strsplit(fname,"\\.")[[1]][1]
- bits <- detectBitInfo(prodinfo, what='Land/Water Flag',warn=FALSE)
- bitShift <- bits$bitShift
- bitMask <- bits$bitMask
-
- if(is.null(bits))
- {
- stop(paste("No 'Land/Water Flag' found, please set 'bitShift', 'bitMask' manualy. See: https://lpdaac.usgs.gov/products/modis_products_table/",tolower(prodinfo),sep=""))
- } else
- {
- message("Ok 'Land/Water Flag' found!")
- }
- }
-
- result <- extractBits(X, bitShift = bitShift, bitMask = bitMask,...)
- if (!is.null(keep))
- {
- eval(parse(text=paste("result <- result %in% ", paste0("c(",paste(keep,collapse=","),")"))))
- NAvalue(result) <- 0
- }
- return(result)
- }
|