Revision 05968504
Added by Rick Reeves over 13 years ago
- ID 05968504b4a62442d92a4ab9bcf2d39c322f6bb4
terrain/rscripts/DEMBoundarySolutionsBlock.R | ||
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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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# 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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} |
Also available in: Unified diff
First version of R script that adjusts the boundary between ASTER and SRTM components of DEM image mosaic created for Environment and Organisms project. This prototype version uses a set of 'narrow' test images, applies a linear ramp function. Later versions will use more sophisticated functions.