Revision 5a9ae465
Added by Rick Reeves over 13 years ago
- ID 5a9ae4653f85766525e3bd8f0157b0d36c29ba65
terrain/rscripts/FixDEMMosaicBlendedRows.R | ||
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##################################################################################### |
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# FixDEMMosaicBlendedRows: Implements Image Blending treatment to DEM Mosaic image |
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# Collection of functions that attempt to mitigate ASTER / SRTM the boundary edge artifact |
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# |
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# Inputs: |
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# 1) DEM Mosaic image containing 'boundary edge' artifact |
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# 2) 'Aster-Only' subimage corresponding to the NORTHernmost part (adjacent to the 60 degree Lat |
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# boundary) of the SRTM component of the mosaic. |
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# 3) 'Aster-Only' subimage corresponding to the SOUTHernmost part (adjacent to the 60 degree Lat |
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# boundary) of the ASTER component of the mosaic. |
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# 4) numBlendRows: number of number of rows south of 60 degrees N Lat to modify ('blend') by |
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# generating (lnear) combination of SRTM and ASTER image pixels. |
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# |
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# Output: |
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# 1) A copy of the input DEM mosaic, with 'blended image' boundary edge treatment. |
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# |
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# To run: |
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# |
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# 1) start R |
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# 2) > source("FixDEMMosaicBlendedRows.r") |
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# 3) > FixDEMMosaicBlendedRows() |
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# |
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# Note: the input images used by this program located on /jupiter: /data/project/organisms/rcr/BoundaryFixTest |
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# |
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# Author: Rick Reeves, NCEAS |
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# June 12, 2011 |
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# |
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############################################################################################## |
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FixDEMMosaicBlendedRows <- function() |
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{ |
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require(raster) |
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require(rgdal) |
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# Key parameter: number of rows south of 60 degrees N Lat to modify ('blend') by |
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# generating (lnear) combination of SRTM and ASTER image pixels. |
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numBlendRows <- 100 |
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# Read the mosaic image and component sub-images: |
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# - Aster/SRTM mosaic image (with boundary edge to be fixed) |
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# - 'Aster-only' subimage adjacent to Southern edge of 60 degree bounls -s dary, |
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# sampled into a grid with same extent and spatial resolution as image mosaic |
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# - 'Aster-only' subimage adjacent to Northern edge of 60 degree boundary, |
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# sampled into a grid with same extent and spatial resolution as image mosaic |
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# inAsterNorthFG <- raster("./aster60DegNorthRasterFG.tif") |
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# inAsterSouthFG <- raster("./aster59DegSouthRasterFG.tif") |
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# inBdyAsterBoth <- raster("./boundaryTestCase115DegBothAsterMos.img") |
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inMosaic <- raster("./AsterSrtm3ArcSecTestImg.tif") |
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inAsterSouth <- raster("./boundaryTest115_59DegreeAster.img") |
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inAsterSouthFG <- raster("./aster59DegSouthRasterFG.tif") |
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inAsterNorth <- raster("./boundaryTest115_60DegreeAster.img") |
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# First, get the extent of the 'below 60' sub image in the (big) input raster |
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northAsterEx <- extent(inAsterNorth) |
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southAsterEx <- extent(inAsterSouth) |
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# Create copy of input raster that we will use to create a 'fixed boundary' iamge |
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# Even SIMPLER, according to raster documentation |
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outMosaic <- raster(inMosaic) |
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sFixedRasterFile <- "TestOutRasterBdyBlendFixAft2.tif" |
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# create the output raster by copying the input file with 'block copy' |
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message("Copy input mosaic: Create output (repaired) mosaic") |
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#browser() |
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bs <- blockSize(inMosaic) |
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outMosaic <- writeStart(outMosaic,sFixedRasterFile, datatype="INT2S", format="GTiff",overwrite=TRUE) |
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for (iCtr in 1 : bs$n) |
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{ |
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mosaicVals <- getValues(inMosaic,row=bs$row[iCtr],nrows=bs$nrows[iCtr]) |
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writeValues(outMosaic,mosaicVals,bs$row[iCtr]) |
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message(sprintf(".....processed input mosaic block %d",iCtr)) |
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} |
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outMosaic <- writeStop(outMosaic) |
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# |
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message("Input mosaic copied to output raster: now, process boundary") |
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browser() |
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# now, we SHOULD be able to modify outMosaic with new 'column values'. |
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southCellsOfInterest <- cellsFromExtent(outMosaic,southAsterEx) |
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northCellsOfInterest <- cellsFromExtent(outMosaic,northAsterEx) |
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firstNorthSubImgRow <- rowFromCell(outMosaic,northCellsOfInterest[1]) |
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lastNorthSubImgRow <- rowFromCell(outMosaic,northCellsOfInterest[(length(northCellsOfInterest) - 1)]) |
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firstSouthSubImgRow <- rowFromCell(outMosaic,southCellsOfInterest[1]) |
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lastSouthSubImgRow <- rowFromCell(outMosaic,southCellsOfInterest[(length(southCellsOfInterest) - 1)]) |
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# note: last north image and first south image rows are the same. |
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northBorderEdgeRow <- lastNorthSubImgRow |
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southBorderEdgeRow <- firstSouthSubImgRow + 1 |
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# The border 'edge' row is one row below the top of the south sub image |
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northBrdrRowVals <- getValues(outMosaic,northBorderEdgeRow,1) |
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southBrdrRowVals <- getValues(outMosaic,southBorderEdgeRow,1) |
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# Process the mosaic rows: |
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# Blend the first 'numBlendRows' south of the 60 degree line (first rows of the SRTM component) |
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# with the underlying and corresponding ASTER image rows. |
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# For first attempt, use a linear combination; for second attempt, use an exponential function. |
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# |
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nImageCols <- ncol(inMosaic) |
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sRows <- seq(southBorderEdgeRow,((southBorderEdgeRow + numBlendRows) - 1)) |
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# |
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rowVecValuesBlend <- vector(mode="integer",length=nImageCols) |
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iRowCtr <- 1 |
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for (curMosRow in sRows) |
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{ |
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message(sprintf("transforming cur row: %d",curMosRow)) |
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#:browser() |
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# even simpler here, as we implement a 'linear distance decay' function, |
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# and let each new column be a linear combination of the Aster and CGIAR image layers |
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deltaInc <- iRowCtr / as.numeric(numBlendRows) |
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colVecCells <- cellFromRowCol(outMosaic,curMosRow,1:nImageCols) |
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# get the current row from the mosaic(SRTM data) and raster images |
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# We get the ASTER values from a version of the 'South' ASTER image |
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# with same extent as the image mosaic. |
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rowVecValuesMosaic <- getValuesBlock(outMosaic,row=curMosRow,nrows=1,col=1,ncols=nImageCols) |
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rowVecValuesAster <- getValuesBlock(inAsterSouthFG,row=curMosRow,nrows=1,col=1,ncols=nImageCols) |
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rowVecValuesBlend <- (rowVecValuesMosaic * deltaInc) + (rowVecValuesAster * (1.0 - deltaInc)) |
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# create the merged row as a linear combination of the Mosaic and Aster image. |
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# note: we need to deal with NA values, which are possible. |
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# write the blended row to the output mosaic |
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outMosaic[colVecCells] <- as.integer(round(rowVecValuesBlend)) |
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iRowCtr <- iRowCtr + 1 |
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} |
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#message(sprintf("cur col: %d about to write to outMosaic",curMosCol)) |
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#browser() |
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# write the modified outMosaic values to the image file that we created. |
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message("Done with raster blending : hit key to update raster disk file..") |
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browser() |
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writeRaster(outMosaic, sFixedRasterFile, datatype="INT2S", format="GTiff",overwrite=TRUE) |
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#browser() |
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} |
Also available in: Unified diff
First version of 'image blending' solution that employs a linear decay function to blend ASTER and SRTM pixel values south of 60 degree N Latitude line.