Project

General

Profile

Download (11.8 KB) Statistics
| Branch: | Revision:
1 35d59dc1 Adam M. Wilson @ pfe
### Process a folder of daily MOD35 HDF files to produce a climatology
2
3
## import commandline arguments
4
library(getopt)
5
## get options
6
opta <- getopt(matrix(c(
7
                        'tile', 't', 1, 'character',
8
                        'verbose','v',1,'logical'
9
                        ), ncol=4, byrow=TRUE))
10
11
tile=opta$tile #tile="h11v08"
12
verbose=opta$verbose  #print out extensive information for debugging?
13
14
### directory containing daily files
15
outdir=paste("daily/",tile,"/",sep="")  #directory for separate daily files
16
17
### directory to hold climatology
18
outdir2="summary" #directory for combined daily files and summarized files
19
if(!file.exists(outdir2)) dir.create(outdir2)
20
21
### path to NCO
22
ncopath="/nasa/sles11/nco/4.0.8/gcc/mpt/bin/"
23
24
### Vector of variables that must be in file or they will be deleted.
25
###  Formated as output from system(paste("cdo -s showvar ",fdly$path[i]),intern=T)
26
#finalvars=" CER COT CLD"
27
28
29
################################################################################
30
## Get list of all daily files
31
if(verbose) print("Checking daily output in preparation for generating climatology")
32
33
 fdly=data.frame(path=list.files(outdir,pattern="nc$",full=T),stringsAsFactors=F)
34
  fdly$file=basename(fdly$path)
35
  fdly$dateid=substr(fdly$file,14,21)
36
  fdly$date=as.Date(substr(fdly$file,14,21),"%Y%m%d")
37
  fdly$month=format(fdly$date,"%m")
38
  fdly$year=format(fdly$date,"%Y")
39
nrow(fdly)
40
41
## check validity (via npar and ntime) of nc files
42
#for(i in 1:nrow(fdly)){
43
#  fdly$ntime[i]<-as.numeric(system(paste("cdo -s ntime ",fdly$path[i]),intern=T))
44
#  fdly$npar[i]<-as.numeric(system(paste("cdo -s npar ",fdly$path[i]),intern=T))
45
#  fdly$fyear[i]<-as.numeric(system(paste("cdo -s showyear ",fdly$path[i]),intern=T))
46
#  fdly$fmonth[i]<-as.numeric(system(paste("cdo -s showmon ",fdly$path[i]),intern=T))
47
#  fdly$fvar[i]<-system(paste("cdo -s showvar ",fdly$path[i]),intern=T)
48
#  print(paste(i," out of ",nrow(fdly)," for year ",  fdly$fyear[i]))
49
#}
50
51
## print some summaries
52
if(verbose) print("Summary of available daily files")
53
print(table(fdly$year))
54
print(table(fdly$month))
55
#print(table(fdly$fvar))
56
57
## Identify which files failed test
58
#fdly$drop=is.na(fdly$npar)|fdly$fvar!=finalvars
59
60
## delete files that fail check?
61
delete=F
62
if(delete) {
63
  print(paste(sum(fdly$drop),"files will be deleted"))
64
  file.remove(as.character(fdly$path[fdly$drop]))
65
}
66
## remove dropped files from list
67
#fdly=fdly[!fdly$drop,]
68
69
#################################################################################
70
## Combine the year-by-year files into a single daily file in the summary directory (for archiving)
71
if(verbose) print("Merging daily files into single file output")
72
73
## create temporary directory to put intermediate files (will be deleted when R quits)
74
tsdir=paste(tempdir(),"/summary",sep="")
75
if(!file.exists(tsdir)) dir.create(tsdir,recursive=T)
76
77
## merge all daily files to create a single file with all dates
78
system(paste(ncopath,"ncrcat -O ",outdir,"/*nc ",outdir2,"/MOD35_",tile,"_daily.nc",sep=""))
79 1523a1e7 Adam M. Wilson
 
80 35d59dc1 Adam M. Wilson @ pfe
## Update attributes
81
system(paste(ncopath,"ncatted ",
82
" -a units,time,o,c,\"days since 2000-1-1 0:0:0\" ",
83
" -a title,global,o,c,\"MODIS Cloud Product (MOD35) Daily Timeseries\" ",
84
" -a institution,global,o,c,\"Yale University\" ",
85
" -a source,global,o,c,\"MODIS Cloud Mask (MOD35)\" ",
86
" -a comment,global,o,c,\"Compiled by Adam M. Wilson (adam.wilson@yale.edu)\" ",
87
outdir2,"/MOD35_",tile,"_daily.nc",sep=""))
88
89
### produce a monthly timeseries?
90
#system(paste("cdo -O monmean ",outdir2,"/MOD35_",tile,"_daily.nc ",tsdir,"/MOD35_",tile,"_monmean.nc",sep=""))
91
92
#############################
93
##  Generate the Climatologies
94
if(verbose) print("Generate monthly climatologies")
95
96
myear=as.integer(max(fdly$year))  #this year will be used in all dates of monthly climatologies (and day will = 15)
97
98 b83b17ae Adam M. Wilson
## subset dates
99
## due to bug (?) in CDO tools, only 10 years of data can be processed at a time or strange areas of NAs appear.
100
datesubset="-seldate,2002-01-01,2012-01-01"
101
102 35d59dc1 Adam M. Wilson @ pfe
## Monthly means
103
if(verbose) print("Calculating the monthly means")
104 b83b17ae Adam M. Wilson
system(paste("cdo -O sorttimestamp -setyear,",myear," -setday,15 -mulc,-1 -subc,100 -ymonmean  ",outdir2,"/MOD35_",tile,"_daily.nc ",tsdir,"/MOD35_",tile,"_ymonmean.nc",sep=""),wait=T)
105
106
#system(paste("cdo -v -O selindexbox,1,100,1100,1200 ",outdir2,"/MOD35_",tile,"_daily.nc ",tsdir,"/MOD35_",tile,"_dailysmall.nc",sep=""),wait=T)
107
#system(paste("cdo -v -O sorttimestamp -setyear,",myear," -setday,15 -mulc,-1 -subc,100 -ymonmean  ",outdir2,"/MOD35_",tile,"_dailysmall.nc ",tsdir,"/MOD35_",tile,"_ymonmean.nc",sep=""),wait=T)
108
109
system(paste("cdo -O sorttimestamp -setyear,",myear," -setday,15 -mulc,-1 -subc,100 -ymonmean  ",outdir2,"/MOD35_",tile,"_daily.nc ",tsdir,"/MOD35_",tile,"_ymonmean.nc",sep=""),wait=T)
110
111
system(paste("cdo -O sorttimestamp -setyear,",myear," -setday,15 -mulc,-1 -subc,100 -monmean ",datesubset," ",outdir2,"/MOD35_",tile,"_daily.nc ",tsdir,"/MOD35_",tile,"_monmean.nc",sep=""),wait=T)
112
113
114
system(paste("cdo -O sorttimestamp -setyear,",myear," -mulc,-1 -subc,100 -ydrunmean,30 ",datesubset," ",outdir2,"/MOD35_",tile,"_daily.nc ",tsdir,"/MOD35_",tile,"_ydrunmean30.nc",sep=""),wait=T)
115
116 1523a1e7 Adam M. Wilson
system(paste(ncopath,"ncrename -v PClear,PCloud ",tsdir,"/MOD35_",tile,"_ymonmean.nc",sep=""))
117
system(paste(ncopath,"ncatted ",
118
" -a long_name,PCloud,o,c,\"Mean Probability of Cloud\" ",
119
tsdir,"/MOD35_",tile,"_ymonmean.nc",sep=""))
120 35d59dc1 Adam M. Wilson @ pfe
121
## Monthly standard deviation
122
if(verbose) print("Calculating the monthly SD")
123 b716a3f0 Adam M. Wilson @ pfe
system(paste("cdo -O sorttimestamp -setyear,",myear," -setday,15 -ymonstd  ",outdir2,"/MOD35_",tile,"_daily.nc ",tsdir,"/MOD35_",tile,"_ymonstd.nc",sep=""))
124 1523a1e7 Adam M. Wilson
system(paste(ncopath,"ncrename -v PClear,PCloud_sd ",tsdir,"/MOD35_",tile,"_ymonstd.nc",sep=""))
125 35d59dc1 Adam M. Wilson @ pfe
system(paste(ncopath,"ncatted ",
126 1523a1e7 Adam M. Wilson
" -a long_name,PCloud_sd,o,c,\"Standard Deviation of p(cloud)\" ",
127 35d59dc1 Adam M. Wilson @ pfe
tsdir,"/MOD35_",tile,"_ymonstd.nc",sep=""))
128
129 1523a1e7 Adam M. Wilson
## frequency of cloud days p(clear<90%)  
130
if(verbose) print("Calculating the proportion of cloudy and probably cloudy days")
131 b716a3f0 Adam M. Wilson @ pfe
system(paste("cdo -O  sorttimestamp -setyear,",myear," -setday,15 -ymonmean  -mulc,100 -lec,90 -selvar,PClear ",outdir2,"/MOD35_",tile,"_daily.nc ",tsdir,"/MOD35_",tile,"_ymoncld01.nc",sep=""))
132 1523a1e7 Adam M. Wilson
system(paste(ncopath,"ncrename -v PClear,CF ",tsdir,"/MOD35_",tile,"_ymoncld01.nc",sep=""))
133 35d59dc1 Adam M. Wilson @ pfe
system(paste(ncopath,"ncatted ",
134 1523a1e7 Adam M. Wilson
" -a long_name,CF,o,c,\"Cloud Frequency: Proportion of Days with probability of clear < 90%\" ",
135
" -a units,CF,o,c,\"Proportion (%)\" ",
136 35d59dc1 Adam M. Wilson @ pfe
tsdir,"/MOD35_",tile,"_ymoncld01.nc",sep=""))
137
138 a9a1a67f Adam M. Wilson
## cld == 1
139
if(verbose) print("Calculating the proportion of uncertain days")
140
system(paste("cdo -O  sorttimestamp -setyear,",myear," -setday,15 -nint -mulc,100 -ymonmean  -mulc,1.0 -eqc,1 -selvar,CLD2 ",outdir2,"/MOD35_",tile,"_daily.nc ",tsdir,"/MOD35_",tile,"_ymoncld1.nc",sep=""))
141
system(paste(ncopath,"ncrename -v CLD2,CLD1 ",tsdir,"/MOD35_",tile,"_ymoncld1.nc",sep=""))
142
system(paste(ncopath,"ncatted ",
143
" -a long_name,CLD1,o,c,\"Proportion of Days with Cloud Mask == 1 (uncertain)\" ",
144
" -a units,CLD1,o,c,\"Proportion\" ",
145
tsdir,"/MOD35_",tile,"_ymoncld1.nc",sep=""))
146
147
148
## cld >= 2 (setting cld==01 to missing because 'uncertain')
149
if(verbose) print("Calculating the proportion of clear days")
150
system(paste("cdo -O  sorttimestamp -setyear,",myear," -setday,15 -nint -mulc,100 -ymonmean  -mulc,1.0 -gtc,1 -setctomiss,1 -selvar,CLD2 ",outdir2,"/MOD35_",tile,"_daily.nc ",tsdir,"/MOD35_",tile,"_ymoncld2.nc",sep=""))
151
system(paste(ncopath,"ncrename -v CLD2,CLD23 ",tsdir,"/MOD35_",tile,"_ymoncld2.nc",sep=""))
152
system(paste(ncopath,"ncatted ",
153
" -a long_name,CLD23,o,c,\"Proportion of Days with Cloud Mask >= 2 (Probably Clear or Certainly Clear)\" ",
154
" -a units,CLD23,o,c,\"Proportion\" ",
155
tsdir,"/MOD35_",tile,"_ymoncld2.nc",sep=""))
156
157
## cld >= 1
158
if(verbose) print("Calculating the proportion of clear days")
159
system(paste("cdo -O  sorttimestamp -setyear,",myear," -setday,15 -nint -mulc,100 -ymonmean  -mulc,1.0 -gec,1 -selvar,CLD2 ",outdir2,"/MOD35_",tile,"_daily.nc ",tsdir,"/MOD35_",tile,"_ymoncld13.nc",sep=""))
160
system(paste(ncopath,"ncrename -v CLD2,CLD13 ",tsdir,"/MOD35_",tile,"_ymoncld13.nc",sep=""))
161
system(paste(ncopath,"ncatted ",
162
" -a long_name,CLD13,o,c,\"Proportion of Days with Cloud Mask >= 1\" ",
163
" -a units,CLD13,o,c,\"Proportion\" ",
164
tsdir,"/MOD35_",tile,"_ymoncld13.nc",sep=""))
165
166 35d59dc1 Adam M. Wilson @ pfe
## number of observations
167
if(verbose) print("Calculating the number of missing variables")
168 1523a1e7 Adam M. Wilson
system(paste("cdo -O sorttimestamp  -setyear,",myear," -setday,15 -nint -ymonmean -mulc,100  -eqc,9999 -setmisstoc,9999   -selvar,CLD ",outdir2,"/MOD35_",tile,"_daily.nc ",tsdir,"/MOD35_",tile,"_ymonmiss.nc",sep=""))
169
system(paste(ncopath,"ncrename -v PClear,CF_pmiss ",tsdir,"/MOD35_",tile,"_ymonmiss.nc",sep=""))
170 35d59dc1 Adam M. Wilson @ pfe
system(paste(ncopath,"ncatted ",
171 1523a1e7 Adam M. Wilson
" -a long_name,CF_pmiss,o,c,\"Proportion of Days with missing data for CF\" ",
172
" -a units,CF_pmiss,o,c,\"Proportion (%)\" ",
173 35d59dc1 Adam M. Wilson @ pfe
tsdir,"/MOD35_",tile,"_ymonmiss.nc",sep=""))
174
175
## TODO: fix projection information so GDAL can read it correctly.
176
## clean up variables?
177
178
## append variables to a single file
179
if(verbose) print("Append all monthly climatologies into a single file")
180
system(paste(ncopath,"ncks -O ",tsdir,"/MOD35_",tile,"_ymonmean.nc  ",tsdir,"/MOD35_",tile,"_ymon.nc",sep=""))
181
system(paste(ncopath,"ncks -A ",tsdir,"/MOD35_",tile,"_ymonstd.nc  ",tsdir,"/MOD35_",tile,"_ymon.nc",sep=""))
182 a9a1a67f Adam M. Wilson
system(paste(ncopath,"ncks -A ",tsdir,"/MOD35_",tile,"_ymoncld0.nc  ",tsdir,"/MOD35_",tile,"_ymon.nc",sep=""))
183 35d59dc1 Adam M. Wilson @ pfe
system(paste(ncopath,"ncks -A ",tsdir,"/MOD35_",tile,"_ymoncld01.nc  ",tsdir,"/MOD35_",tile,"_ymon.nc",sep=""))
184 a9a1a67f Adam M. Wilson
system(paste(ncopath,"ncks -A ",tsdir,"/MOD35_",tile,"_ymoncld1.nc  ",tsdir,"/MOD35_",tile,"_ymon.nc",sep=""))
185
system(paste(ncopath,"ncks -A ",tsdir,"/MOD35_",tile,"_ymoncld2.nc  ",tsdir,"/MOD35_",tile,"_ymon.nc",sep=""))
186 35d59dc1 Adam M. Wilson @ pfe
system(paste(ncopath,"ncks -A ",tsdir,"/MOD35_",tile,"_ymonmiss.nc  ",tsdir,"/MOD35_",tile,"_ymon.nc",sep=""))
187
188
## append sinusoidal grid from one of input files as CDO doesn't transfer all attributes
189
if(verbose) print("Clean up file (update attributes, flip latitudes, add grid description")
190
191
#system(paste(ncopath,"ncea -d time,0,1 -v sinusoidal ",list.files(outdir,full=T,pattern="[.]nc$")[1],"  ",tsdir,"/sinusoidal.nc",sep=""))
192
#system(paste(ncopath,"ncks -A -d time,0,1 -v sinusoidal ",list.files(outdir,full=T,pattern="[.]nc$")[1],"  ",tsdir,"/MOD35_",tile,"_ymon.nc",sep=""))
193
194
## invert latitude so it plays nicely with gdal
195
system(paste(ncopath,"ncpdq -O -a -y ",tsdir,"/MOD35_",tile,"_ymon.nc ",outdir2,"/MOD35_",tile,".nc",sep=""))
196
197 b716a3f0 Adam M. Wilson @ pfe
## proj string taken from GDAL-written MODIS tile 
198
projstring="PROJCS[\"Sinusoidal (Sanson-Flamsteed)\",GEOGCS[\"wgs84\",DATUM[\"WGS_1984\",SPHEROID[\"WGS_1984\",6378137,298.257223563],TOWGS84[0,0,0,0,0,0,0]],PRIMEM[\"Greenwich\",0],UNIT[\"degree\",0.0174532925199433]],PROJECTION[\"Sinusoidal\"],PARAMETER[\"longitude_of_center\",0],PARAMETER[\"false_easting\",0],PARAMETER[\"false_northing\",0],UNIT[\"Meter\",1]]"
199
200 35d59dc1 Adam M. Wilson @ pfe
## update attributes
201
system(paste(ncopath,"ncatted ",
202 b716a3f0 Adam M. Wilson @ pfe
" -a false_easting,sinusoidal,o,d,0. ",
203
" -a false_northing,sinusoidal,o,d,0. ",
204
" -a longitude_of_central_meridian,sinusoidal,o,d,0. ",
205
" -a longitude_of_prime_meridian,sinusoidal,o,d,0. ",
206
" -a semi_major_axis,sinusoidal,o,d,6378137. ",
207
" -a inverse_flattening,sinusoidal,o,d,298.257223563 ",
208
" -a spatial_ref,sinusoidal,o,c,",projstring,
209
" -a GeoTransform,sinusoidal,o,c,\"-7783653.638366 926.6254331391661 0 1111950.519767 0 -926.6254331391667\" ",
210 35d59dc1 Adam M. Wilson @ pfe
" -a units,time,o,c,\"days since 2000-1-1 0:0:0\" ",
211
" -a title,global,o,c,\"MODIS Cloud Product (MOD35) Climatology\" ",
212 b716a3f0 Adam M. Wilson @ pfe
" -a tile,global,o,c,\"",tile,"\" ",
213 35d59dc1 Adam M. Wilson @ pfe
" -a institution,global,o,c,\"Yale University\" ",
214 1523a1e7 Adam M. Wilson
" -a source,global,o,c,\"MODIS Cloud Product (MOD35) Collection 6\" ",
215 35d59dc1 Adam M. Wilson @ pfe
" -a comment,global,o,c,\"Compiled by Adam M. Wilson (adam.wilson@yale.edu)\" ",
216
outdir2,"/MOD35_",tile,".nc",sep=""))
217
218
219
print(paste("###############################  Processed ",nrow(fdly),"days for tile:",tile," ###################################################"))
220
print("Years:")
221
print(table(fdly$fyear))
222
print("Months:")
223
print(table(fdly$fmonth))
224 1523a1e7 Adam M. Wilson
 
225 35d59dc1 Adam M. Wilson @ pfe
## quit R
226
q("no")
227