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#####################################################################################
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# DEMBoundarySolutionsBlock - Block version, uses a BLOCK write to create output mosaic
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#
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# Collection of functions that attempt to mitigate ASTER / SRTM the boundary edge problem
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#
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#
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#
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# Inputs:
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# 1) Blended Aster/SRTM DEM mosaic image.
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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) Other parameters, as they are needed
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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("DEMBoundarySolutions.r")
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# 3) > BlendAsterDEMPixelsBlock()
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#
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# Author: Rick Reeves, NCEAS
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# May 31, 2011
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##############################################################################################
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BlendAsterDEMPixelsBlock <- function()
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{
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require(raster)
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require(rgdal)
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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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# inMosaic <- raster("t:/rcr/BoundaryFixTest/AsterSrtmBoth3ArcSecSub.tif")
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# inAsterNorth <- raster("t:/rcr/BoundaryFixTest/AsterBdyTest3ArcSecFullGridAbove60.tif")
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# inAsterSouth <- raster("t:/rcr/BoundaryFixTest/AsterBdyTest3ArcSecFullGridBelow60.tif")
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inMosaic <- raster("./AsterSrtmBoth3ArcSecSub.tif")
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# Use these objects to get the extents of the subsets within the mosaic
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inAsterNorth <- raster("./AsterBdyTestAbove60Sub.tif")
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inAsterSouth <- raster("./AsterBdyTestBelow60Sub.tif")
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# Better, read them into a rasterStack
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# mosaicLayers <- stack("./AsterSrtmBoth3ArcSecSub.tif",
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# "./AsterBdyTest3ArcSecFullGridAbove60.tif",
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# "./AsterBdyTest3ArcSecFullGridBelow60.tif") # fix by exporting from ArcGIS
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mosaicLayers <- stack("./AsterSRTMBothTestSub.tif",
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"./AsterBdyTestFGAbove60Sub.tif",
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"./AsterBdyTestFGBelow60Sub.tif")
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#
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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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#
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outMosaic <- raster(mosaicLayers[[1]])
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sFixedRasterFile <- "TestOutputRasterBdyFix.tif"
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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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# Get the values from the mosaic for this extent
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southCellsOfInterest <- cellsFromExtent(mosaicLayers[[1]],southAsterEx)
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northCellsOfInterest <- cellsFromExtent(mosaicLayers[[1]],northAsterEx)
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# Within the large input raster, we need the index of the first row of the 'Below 60 Aster' subimage.
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# Our plan: to replace this portion of the input mosaic with a linear combination of the original
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# input mosaic COPY (outMosaic) and the 'below 60' raster.
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firstNorthSubImgRow <- rowFromCell(mosaicLayers[[1]],northCellsOfInterest[1])
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lastNorthSubImgRow <- rowFromCell(mosaicLayers[[1]],northCellsOfInterest[(length(northCellsOfInterest) - 1)])
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northNrowsToProcess <- nrow(inAsterNorth)
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firstSouthSubImgRow <- rowFromCell(mosaicLayers[[1]],southCellsOfInterest[1])
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lastSouthSubImgRow <- rowFromCell(mosaicLayers[[1]],southCellsOfInterest[(length(southCellsOfInterest) - 1)])
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southNrowsToProcess <- nrow(inAsterSouth)
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# create the output raster by copying the input file with 'block copy'
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message("Create output (fixed) mosaic")
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#browser()
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bs <- blockSize(mosaicLayers[[1]])
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outMosaic <- writeStart(outMosaic,sFixedRasterFile, datatype="INT2S", format="GTiff",overwrite=TRUE)
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for (iCtr in 1 : bs$n)
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{
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mosaicVals <- getValues(mosaicLayers[[1]],row=bs$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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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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# 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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southBrdrRowVals <- getValues(outMosaic,southBorderEdgeRow,1)
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northBrdrRowVals <- getValues(outMosaic,northBorderEdgeRow,1)
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brdrRowEdgeDelta <- southBrdrRowVals - northBrdrRowVals
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# Process the mosaic 'column-by-column'
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# For first effort, apply straightforward linear ramp function to the northernmost SRTM image rows.
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# In next iteration, we will modify the LAST 'numBlendRows' rows NORTH of the boundary with an 'extinction' function.
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#
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numBlendRows <- 100
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srows <- seq(southBorderEdgeRow,((southBorderEdgeRow + numBlendRows) - 1))
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#
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for (curMosCol in 1 : ncol(mosaicLayers[[1]]))
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{
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message(sprintf("transforming cur col: %d",curMosCol))
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#browser()
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deltaInc <- brdrRowEdgeDelta[curMosCol] / numBlendRows
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colVecCells <- cellFromRowCol(outMosaic,srows,curMosCol)
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colVecValues <- getValuesBlock(outMosaic,row=southBorderEdgeRow,nrows=numBlendRows,col=curMosCol,ncols=1)
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# note: we need to deal with NA values, which are possible.
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sumDeltaInc <- 0
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for (iCtr in length(colVecValues) : 1)
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{
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# The idea: the closer to the border, the larger an increment we assign.
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# in any case, increment the offset so that it is correct for any iupcoming non-NA column value
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sumDeltaInc <- sumDeltaInc + deltaInc
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if (!is.na(colVecValues[1]))
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{
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#message(sprintf("cur col: %d Found a NON-NA vector",curMosCol))
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#browser()
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colVecValues[iCtr] <- as.integer(round(colVecValues[iCtr] - sumDeltaInc))
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}
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}
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# Insert this vector back into the mosaic: this technique adopted from raster PDF doc 'replacement' help.
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# Looks like: I have to specify the row index (vector) to insert the values into the mosaic.
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#message("write columns to out mosaic")
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#browser()
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outMosaic[colVecCells] <- colVecValues
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# outMosaic[srows,curMosCol] <- colVecValues # this did not seem to work - june 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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}
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