Revision f0375bec
Added by Adam M. Wilson over 10 years ago
| climate/research/cloud/MOD09/ee_biastest.R | ||
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setwd("~/acrobates/adamw/projects/cloud")
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## set raster options |
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rasterOptions(maxmemory=1e8) |
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#reg=extent(c(-151270.082307, 557321.958761, 1246351.8356, 1733123.75947)) |
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d=crop(stack("data/mcd09/2014113_combined_20002013_MOD09_1-img-0000000000-0000000000.tif"),reg)
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d=crop(stack("/Users/adamw/GoogleDrive/EarthEngineOutput/ee_combined/2014113_combined_20002013_MOD09_1-img-0000000000-0000000000.tif"),reg)
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names(d)=c("cf","cfsd","nobs","pobs")
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cd=coordinates(d) |
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cdr=rasterFromXYZ(cbind(cd,cd)) |
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names(cdr) |
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d=stack(d,cdr) |
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#obs=crop(raster("data/mcd09/2014113_combined_20002013_MOD09_1-img-0000000000-0000000000.tif",band=4),reg)
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#levelplot(stack(obs,d)) |
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lm1=bam(cf~s(x,y,pobs),data=pts@data) |
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summary(lm1) |
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beta=coef(lm1)["pobs"]; beta |
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#lm1=bam(as.vector(d[["cf"]]) ~ as.vector(d[["pobs"]])) |
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#fun <- function(x) { bam(x[["cf"]] ~ x[["pobs"]])$coefficients["obs"] }
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#bias <- calc(d, fun) |
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#pred=interpolate(d,lm1) |
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getbias=function(x) return((100-x)*beta) |
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getbias(beta,87) |
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bias=calc(d[["pobs"]],getbias,file=paste("data/bias/bias.tif",sep=""),format="GTiff",dataType="INT1U",overwrite=T,NAflag=255)
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dc=overlay(d[["cf"]],bias,fun=function(x,y) x+y, |
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file=paste("data/bias/biasc.tif",sep=""),
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format="GTiff",dataType="INT1U",overwrite=T,NAflag=255) #,options=c("COMPRESS=LZW","ZLEVEL=9"))
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#beta=coef(lm1)["pobs"]; beta |
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d2=d |
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d2[["pobs"]]=100 |
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pred1=raster::predict(d,lm1,file=paste("data/bias/pred1.tif",sep=""),format="GTiff",dataType="INT1U",overwrite=T,NAflag=255)#lm1=bam(as.vector(d[["cf"]]) ~ as.vector(d[["pobs"]]))
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pred2=raster::predict(d2,lm1,file=paste("data/bias/pred2.tif",sep=""),format="GTiff",dataType="INT1U",overwrite=T,NAflag=255)#lm1=bam(as.vector(d[["cf"]]) ~ as.vector(d[["pobs"]]))
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pred3=overlay(pred1,pred2,function(x,y) x-y,file="data/bias/pred3.tif",overwrite=T) |
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biasc=overlay(d[["cf"]], pred3,fun=sum,file="data/bias/biasc.tif",overwrite=T) |
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#getbias=function(x) return((100-x)*beta) |
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#getbias(beta,87) |
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#bias=calc(d[["pobs"]],getbias,file=paste("data/bias/bias.tif",sep=""),format="GTiff",dataType="INT1U",overwrite=T,NAflag=255)
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#dc=overlay(d[["cf"]],bias,fun=function(x,y) x+y, |
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# file=paste("data/bias/biasc.tif",sep=""),
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# format="GTiff",dataType="INT1U",overwrite=T,NAflag=255) #,options=c("COMPRESS=LZW","ZLEVEL=9"))
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#levelplot(stack(d,dc)) |
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Also available in: Unified diff
attempting gam to remove bias