Determine covariances over time.
The function determines covariances over time from data of two CM SAF NetCDF input files. This function is applicable to 3-dimensional NetCDF data.
timcovar( var1, infile1, var2, infile2, outfile, nc34 = 4, overwrite = FALSE, verbose = FALSE )
var1 |
Name of NetCDF variable of the first data set (character). |
infile1 |
Filename of first input NetCDF file. This may include the directory (character). |
var2 |
Name of NetCDF variable of the second data set (character). |
infile2 |
Filename of second input NetCDF file. This may include the directory (character). |
outfile |
Filename of output NetCDF file. This may include the directory (character). |
nc34 |
NetCDF version of output file. If |
overwrite |
logical; should existing output file be overwritten? |
verbose |
logical; if TRUE, progress messages are shown |
A NetCDF file including a time series of covariances over time is written.
## Create two example NetCDF files with a similar structure as used by CM ## SAF. The files are created with the ncdf4 package. Alternatively ## example data can be freely downloaded here: <https://wui.cmsaf.eu/> library(ncdf4) ## create some (non-realistic) example data lon <- seq(5, 15, 0.5) lat <- seq(45, 55, 0.5) time <- as.Date("2000-05-31") origin <- as.Date("1983-01-01 00:00:00") time <- as.numeric(difftime(time, origin, units = "hour")) data1 <- array(250:350, dim = c(21, 21, 1)) data2 <- array(230:320, dim = c(21, 21, 1)) ## create example NetCDF x <- ncdim_def(name = "lon", units = "degrees_east", vals = lon) y <- ncdim_def(name = "lat", units = "degrees_north", vals = lat) t <- ncdim_def(name = "time", units = "hours since 1983-01-01 00:00:00", vals = time, unlim = TRUE) var1 <- ncvar_def("SIS", "W m-2", list(x, y, t), -999, prec = "float") vars <- list(var1) ncnew_1 <- nc_create(file.path(tempdir(), "CMSAF_example_file_1.nc"), vars) ncnew_2 <- nc_create(file.path(tempdir(), "CMSAF_example_file_2.nc"), vars) ncvar_put(ncnew_1, var1, data1) ncvar_put(ncnew_2, var1, data2) ncatt_put(ncnew_1, "lon", "standard_name", "longitude", prec = "text") ncatt_put(ncnew_1, "lat", "standard_name", "latitude", prec = "text") ncatt_put(ncnew_2, "lon", "standard_name", "longitude", prec = "text") ncatt_put(ncnew_2, "lat", "standard_name", "latitude", prec = "text") nc_close(ncnew_1) nc_close(ncnew_2) ## Determine the covariances over time of the example CM SAF NetCDF files and ## write the output to a new file. timcovar(var1 = "SIS", infile1 = file.path(tempdir(),"CMSAF_example_file_1.nc"), var2 = "SIS", infile2 = file.path(tempdir(), "CMSAF_example_file_2.nc"), outfile = file.path(tempdir(),"CMSAF_example_file_timcovar.nc")) unlink(c(file.path(tempdir(),"CMSAF_example_file_1.nc"), file.path(tempdir(),"CMSAF_example_file_2.nc"), file.path(tempdir(),"CMSAF_example_file_timcovar.nc")))
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