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99b3508d
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Adam M. Wilson
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############################
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#### Extract MOD35 C6 processing path
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setwd("~/acrobates/adamw/projects/interp/data/modis/mod35")
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library(multicore)
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library(raster)
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library(spgrass6)
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ddd9a810
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Adam M. Wilson
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library(rgeos)
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99b3508d
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Adam M. Wilson
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##download 3 days of modis swath data:
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url="ftp://ladsweb.nascom.nasa.gov/allData/51/MOD35_L2/2012/"
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dir.create("swath")
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system(paste("wget -S --recursive --no-parent --no-directories -N -P swath --accept \"hdf\" --accept \"002|003|004\" ",url))
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### make global raster that aligns with MODLAND tiles
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## get MODLAND tile to serve as base
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#system("wget http://e4ftl01.cr.usgs.gov/MOLT/MOD13A3.005/2000.02.01/MOD13A3.A2000032.h00v08.005.2006271174446.hdf")
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#t=raster(paste("HDF4_EOS:EOS_GRID:\"",getwd(),"/MOD13A3.A2000032.h00v08.005.2006271174446.hdf\":MOD_Grid_monthly_1km_VI:1 km monthly NDVI",sep=""))
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ddd9a810
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Adam M. Wilson
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t=raster(paste("../MOD17/MOD17A3_Science_NPP_mean_00_12.tif",sep=""))
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projection(t)
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99b3508d
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Adam M. Wilson
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## make global extent
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pmodis="+proj=sinu +lon_0=0 +x_0=0 +y_0=0 +a=6371007.181 +b=6371007.181 +units=m +no_defs"
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glb=t
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ddd9a810
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Adam M. Wilson
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#values(glb)=NA
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99b3508d
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Adam M. Wilson
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glb=extend(glb,extent(-180,180,-90,90))
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#glb=raster(glb,crs="+proj=longlat +datum=WGS84",nrows=42500,ncols=85000)
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#extent(glb)=alignExtent(projectRaster(glb,crs=projection(t),over=T),t)
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#res(glb)=c(926.6254,926.6264)
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#projection(glb)=pmodis
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## confirm extent
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#projectExtent(glb,crs="+proj=longlat +datum=WGS84")
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#### Grid and mosaic the swath data
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ddd9a810
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Adam M. Wilson
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stitch="sudo MRTDATADIR=\"/usr/local/heg/data\" PGSHOME=/usr/local/heg/TOOLKIT_MTD PWD=/home/adamw /usr/local/heg/bin/swtif"
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99b3508d
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Adam M. Wilson
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files=paste(getwd(),"/",list.files("swath",pattern="hdf$",full=T),sep="")
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## vars to process
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vars=as.data.frame(matrix(c(
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"Cloud_Mask", "CM",
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ddd9a810
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Adam M. Wilson
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"Sensor_Azimuth", "ZA",
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"Sensor_Zenith", "SZ"),
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byrow=T,ncol=2,dimnames=list(1:3,c("variable","varid"))),stringsAsFactors=F)
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## global bounding box
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gbb=cbind(c(-180,-180,180,180,-180),c(-85,85,85,-85,-85))
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gpp = SpatialPolygons(list(Polygons(list(Polygon(gbb)),1)))
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proj4string(gpp)=projection(glb)
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getpath<- function(file){
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setwd(tempdir())
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bfile=sub(".hdf","",basename(file))
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tempfile_path=paste(tempdir(),"/path_",basename(file),sep="") #gridded path
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tempfile_sz=paste(tempdir(),"/sz_",basename(file),sep="") # gridded sensor zenith
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tempfile2_path=paste(tempdir(),"/",bfile,".tif",sep="") #gridded/masked/processed path
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outfile=paste("~/acrobates/adamw/projects/interp/data/modis/mod35/gridded/",bfile,".tif",sep="") #final file
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if(file.exists(outfile)) return(c(file,0))
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## get bounding coordinates
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be7b1081
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Adam M. Wilson
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# glat=as.numeric(do.call(c,strsplit(sub("GRINGPOINTLATITUDE=","",system(paste("gdalinfo ",file," | grep GRINGPOINTLATITUDE"),intern=T)),split=",")))
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# glon=as.numeric(do.call(c,strsplit(sub("GRINGPOINTLONGITUDE=","",system(paste("gdalinfo ",file," | grep GRINGPOINTLONGITUDE"),intern=T)),split=",")))
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# bb=cbind(c(glon,glon[1]),c(glat,glat[1]))
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# pp = SpatialPolygons(list(Polygons(list(Polygon(bb)),1)))
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# proj4string(pp)=projection(glb)
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# ppc=gIntersection(pp,gpp)
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# ppc=gBuffer(ppc,width=0.3) #buffer a little to remove gaps between images
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ppc=gpp
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ddd9a810
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Adam M. Wilson
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## First write the parameter file (careful, heg is very finicky!)
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hdr=paste("NUM_RUNS = ",length(vars$varid),"|MULTI_BAND_HDFEOS:",length(vars$varid),sep="")
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grp=paste("
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99b3508d
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Adam M. Wilson
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BEGIN
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INPUT_FILENAME=",file,"
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OBJECT_NAME=mod35
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FIELD_NAME=",vars$variable,"|
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BAND_NUMBER = ",1:length(vars$varid),"
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OUTPUT_PIXEL_SIZE_X=0.008333333
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OUTPUT_PIXEL_SIZE_Y=0.008333333
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ddd9a810
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Adam M. Wilson
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SPATIAL_SUBSET_UL_CORNER = ( ",bbox(ppc)[2,2]," ",bbox(ppc)[1,1]," )
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SPATIAL_SUBSET_LR_CORNER = ( ",bbox(ppc)[2,1]," ",bbox(ppc)[1,2]," )
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99b3508d
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Adam M. Wilson
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OUTPUT_OBJECT_NAME = mod35|
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RESAMPLING_TYPE =NN
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OUTPUT_PROJECTION_TYPE = GEO
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OUTPUT_PROJECTION_PARAMETERS = ( 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 )
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# OUTPUT_PROJECTION_PARAMETERS = ( 6371007.181 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 )
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# projection parameters from http://landweb.nascom.nasa.gov/cgi-bin/QA_WWW/newPage.cgi?fileName=sn_gctp
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ELLIPSOID_CODE = WGS84
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OUTPUT_TYPE = HDFEOS
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ddd9a810
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Adam M. Wilson
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OUTPUT_FILENAME= ",tempfile_path,"
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99b3508d
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Adam M. Wilson
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END
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",sep="")
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ddd9a810
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Adam M. Wilson
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## if any remnants from previous runs remain, delete them
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if(length(list.files(tempdir(),pattern=bfile)>0))
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file.remove(list.files(tempdir(),pattern=bfile,full=T))
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## write it to a file
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cat( c(hdr,grp) , file=paste(tempdir(),"/",basename(file),"_MODparms.txt",sep=""))
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## now run the swath2grid tool
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## write the gridded file
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print(paste("Starting",file))
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system(paste("(",stitch," -p ",tempdir(),"/",basename(file),"_MODparms.txt -d)",sep=""),intern=F)#,ignore.stderr=F)
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############## Now run the 5km summary
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## First write the parameter file (careful, heg is very finicky!)
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hdr=paste("NUM_RUNS = ",nrow(vars[-1,]),"|MULTI_BAND_HDFEOS:",nrow(vars[-1,]),sep="")
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grp=paste("
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BEGIN
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INPUT_FILENAME=",file,"
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OBJECT_NAME=mod35
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FIELD_NAME=",vars$variable[-1],"|
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BAND_NUMBER = ",1,"
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OUTPUT_PIXEL_SIZE_X=0.008333333
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#0.0416666
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OUTPUT_PIXEL_SIZE_Y=0.008333333
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#0.0416666
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SPATIAL_SUBSET_UL_CORNER = ( ",bbox(ppc)[2,2]," ",bbox(ppc)[1,1]," )
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SPATIAL_SUBSET_LR_CORNER = ( ",bbox(ppc)[2,1]," ",bbox(ppc)[1,2]," )
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#OUTPUT_OBJECT_NAME = mod35|
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RESAMPLING_TYPE =NN
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OUTPUT_PROJECTION_TYPE = GEO
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OUTPUT_PROJECTION_PARAMETERS = ( 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 )
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#OUTPUT_PROJECTION_PARAMETERS = ( 6371007.181 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 )
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# projection parameters from http://landweb.nascom.nasa.gov/cgi-bin/QA_WWW/newPage.cgi?fileName=sn_gctp
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ELLIPSOID_CODE = WGS84
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OUTPUT_TYPE = HDFEOS
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OUTPUT_FILENAME= ",tempfile_sz,"
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END
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",sep="")
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## write it to a file
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cat( c(hdr,grp) , file=paste(tempdir(),"/",basename(file),"_MODparms_angle.txt",sep=""))
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## now run the swath2grid tool
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## write the gridded file
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print(paste("Starting",file))
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system(paste("(",stitch," -p ",tempdir(),"/",basename(file),"_MODparms_angle.txt -d)",sep=""),intern=F,ignore.stderr=F)
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####### import to R for processing
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if(!file.exists(tempfile_path)) {
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file.remove(list.files(tempdir(),pattern=bfile,full=T))
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return(c(file,0))
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}
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## convert to land path
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d=raster(paste("HDF4_EOS:EOS_GRID:\"",tempfile_path,"\":mod35:Cloud_Mask_0",sep=""))
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sz=raster(paste("HDF4_EOS:EOS_GRID:\"",tempfile_sz,"\":mod35:Sensor_Zenith",sep=""))
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NAvalue(sz)=0
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## resample sensor angles to 1km grid and mask paths with angles >=30
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# sz2=resample(sz,d,method="ngb",file=sub("hdf","tif",tempfile_sz),overwrite=T)
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getlc=function(x,y) {ifelse(y==0|y>40,NA,((x%/%2^6) %% 2^2))}
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path= overlay(d,sz,fun=getlc,filename=tempfile2_path,options=c("COMPRESS=LZW", "LEVEL=9","PREDICTOR=2"),datatype="INT1U",overwrite=T)
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### warp them to align all pixels
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system(paste("gdalwarp -overwrite -srcnodata 255 -dstnodata 255 -tap -tr 0.008333333 0.008333333 -co COMPRESS=LZW -co ZLEVEL=9 -co PREDICTOR=2 -s_srs \"",projection(t),"\" ",tempfile2_path," ",outfile,sep=""))
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## delete temporary files
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file.remove(list.files(tempdir(),pattern=bfile,full=T))
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return(c(file,1))
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}
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## establish sudo priveleges to run swtif
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system("sudo ls"); mclapply(files,getpath,mc.cores=10)
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99b3508d
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Adam M. Wilson
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## check gdal can read all of them
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gfiles=list.files("gridded",pattern="tif$",full=T)
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length(gfiles)
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check=do.call(rbind,mclapply(gfiles,function(file){
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gd=system(paste("gdalinfo ",file,sep=""),intern=T)
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if(any(grepl("Corner",gd))) return(1)
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else return(0)
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}))
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table(check)
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file.remove(gfiles[check==0])
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ddd9a810
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Adam M. Wilson
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## use new gdal
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system(paste("/usr/local/gdal-1.10.0/bin/gdalwarp -wm 900 -overwrite -co COMPRESS=LZW -co PREDICTOR=2 -multi -r mode gridded/*.tif MOD35_path_gdalwarp.tif"))
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99b3508d
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Adam M. Wilson
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be7b1081
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Adam M. Wilson
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### Merge them into a geotiff
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system(paste("gdal_merge.py -v -init 255 -n 255 -o MOD35_ProcessPath_gdalmerge2.tif -co \"ZLEVEL=9\" -co \"COMPRESS=LZW\" -co \"PREDICTOR=2\" `ls -d -1 gridded/*.tif --sort=size `",sep=""))
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ddd9a810
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Adam M. Wilson
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# origin(raster(gfiles[5]))
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99b3508d
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Adam M. Wilson
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## try with pktools
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## global
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be7b1081
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Adam M. Wilson
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system(paste("pkmosaic -co COMPRESS=LZW -co PREDICTOR=2 ",paste("-i",list.files("gridded",full=T,pattern="tif$"),collapse=" ")," -o MOD35_path_pkmosaic_mode.tif -m 6 -v -t 255 -t 0 &"))
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99b3508d
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Adam M. Wilson
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#bb="-ulx -180 -uly 90 -lrx 180 -lry -90"
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#bb="-ulx -180 -uly 90 -lrx 170 -lry 80"
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bb="-ulx -72 -uly 11 -lrx -59 -lry -1"
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#expand.grid(x=seq(-180,170,by=10),y=seq(-90,80))
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ddd9a810
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Adam M. Wilson
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gf2= grep("2012009[.]03",gfiles,value=T)
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system(paste("pkmosaic ",bb," -co COMPRESS=LZW -co PREDICTOR=2 ",paste("-i",gf2,collapse=" ")," -o h11v08_path_pkmosaic.tif -ot Byte -m 7 -v -t 255"))
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99b3508d
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Adam M. Wilson
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# bounding box?
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###########
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### Use GRASS to import all the tifs and calculat the mode
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## make temporary working directory
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tf=paste(tempdir(),"/grass", Sys.getpid(),"/", sep="") #temporar
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if(!file.exists(tf)) dir.create(tf)
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## set up temporary grass instance for this PID
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gisBase="/usr/lib/grass64"
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print(paste("Set up temporary grass session in",tf))
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initGRASS(gisBase=gisBase,gisDbase=tf,SG=as(glb,"SpatialGridDataFrame"),override=T,location="mod35",mapset="PERMANENT",home=tf,pid=Sys.getpid())
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system(paste("g.proj -c proj4=\"",projection(glb),"\"",sep=""),ignore.stdout=T,ignore.stderr=T)
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## read in NPP grid to serve as grid
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execGRASS("r.in.gdal",input=t@file@name,output="grid")
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system("g.region rast=grid n=90 s=-90 save=roi --overwrite",ignore.stdout=F,ignore.stderr=F)
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## get files already imported - only important if more tifs were written after an initial import
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imported=basename(gfiles)%in%system("g.mlist type=rast pattern=MOD*",intern=T)
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table(imported)
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## read in all tifs
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for(f in gfiles[!imported]) execGRASS("r.in.gdal",input=f,output=basename(f),flags="o")
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## calculate mode
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execGRASS("r.series",input=paste(system("g.mlist type=rast pattern=MOD*",intern=T)[1:1000],sep="",collapse=","),output="MOD35_path",method="mode",range=c(1,5),flags=c("verbose","overwrite"))
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## add colors
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execGRASS("r.colors",map="MOD35_path",rules="MOD35_path_grasscolors.txt")
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## write to disk
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execGRASS("r.out.gdal",input="MOD35_path",output=paste(getwd(),"/MOD35_ProcessPath_C5.tif",sep=""),type="Byte",createopt="COMPRESS=LZW,LEVEL=9,PREDICTOR=2")
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### delete the temporary files
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unlink_.gislock()
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system(paste("rm -frR ",tf,sep=""))
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#########################
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cols=c("blue","lightblue","tan","green")
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## connect to raster to extract land-cover bit
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library(raster)
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d=raster("CM.tif")
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getlc=function(x) {(x/2^6) %% 2^2}
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calc(d,fun=getlc,filename="CM_LC.tif")
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