qdm.netcdf.wrapper: High-level wrapper for Quantile Delta Mapping (QDM)

In ClimDown: Climate Downscaling Library for Daily Climate Model Output

Description

This function performs the QDM algorithm on a cell-by-cell basis for each cell in the spatial domain of the inputted high-res gridded observations. It uses the gridded observations plus the GCM-based output of CI as input to the algorithm and then performs a quantile perturbation/quantile mapping bias correction. The output is written out to out.file.

Usage

qdm.netcdf.wrapper(obs.file, gcm.file, out.file, varname = "tasmax")

Arguments

obs.file	Filename of high-res gridded historical observations
gcm.file	Filename of GCM simulations interpolated to the obs.file grid
out.file	Filename to create (or overwrite) with the bias corrected outputs
varname	Name of the NetCDF variable to downscale (e.g. 'tasmax')

References

Cannon, A. J., Sobie, S. R., & Murdock, T. Q. (2015). Bias Correction of GCM Precipitation by Quantile Mapping: How Well Do Methods Preserve Changes in Quantiles and Extremes?. Journal of Climate, 28(17), 6938-6959. doi: 10.1175/JCLI-D-14-00754.1

Examples

## Not run: 
ci.file <<- tempfile(fileext='.nc')
ClimDown::ci.netcdf.wrapper('./tiny_gcm.nc', './tiny_obs.nc', ci.file, 'tasmax')
out.nc <- tempfile(fileext='.nc')
options(
    calibration.end=as.POSIXct('1972-12-31', tz='GMT'),
    cend=as.POSIXct('1972-12-31', tz='GMT')
)
ClimDown::qdm.netcdf.wrapper('./tiny_obs.nc', ci.file, out.nc, 'tasmax')
unlink(ci.file)
unlink(out.nc)

## End(Not run)

ClimDown documentation built on June 26, 2021, 1:08 a.m.