RainFARM.jl is a Julia library and a collection of command-line interface tools implementing the RainFARM (Rainfall Filtered Autoregressive Model) stochastic precipitation downscaling method. Adapted for climate downscaling according to (D'Onofrio et al. 2018) and with fine-scale orographic weights (Terzago et al. 2018).
RainFARM (Rebora et al. 2006) is a metagaussian stochastic downscaling procedure based on the extrapolation of the coarse-scale Fourier power spectrum of a spatio-temporal precipitation field to small scales.
julia (>=1.5.0), cdo (>=1.5)
Julia packages: Interpolations, ArgParse, NetCDF
You will need an implementation of the Julia language on your machine.
RainFARM is a registered package, so to install it just launch julia and from the REPL type the following:
- in Julia >= 0.7:
] add RainFARM - If you wish to try the very latest development features from this repository do:
] add https://github.com/jhardenberg/RainFARM.jl
Test from the julia REPL calling using RainFARM
In the tools subdirectory (under .julia in your home) you will find the command line tools. Link or copy these to somewhere in you path in order to use them.
Please see the full documentation for a list of all available functions.
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Terzago, S., Palazzi, E., and von Hardenberg, J. (2018). Stochastic downscaling of precipitation in complex orography: a simple method to reproduce a realistic fine-scale climatology, Nat. Hazards Earth Syst. Sci., 18, 2825-2840, doi: https://doi.org/10.5194/nhess-18-2825-2018
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D’Onofrio, D., Palazzi, E., von Hardenberg, J., Provenzale, a., & Calmanti, S. (2014). Stochastic Rainfall Downscaling of Climate Models. Journal of Hydrometeorology, 15(2), 830–843. doi: https://doi.org/10.1175/JHM-D-13-096.1
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Rebora, N., Ferraris, L., von Hardenberg, J., & Provenzale, A. (2006). RainFARM: Rainfall Downscaling by a Filtered Autoregressive Model. Journal of Hydrometeorology, 7(4), 724–738. doi: https://doi.org/10.1175/JHM517.1
Julia version - J. von Hardenberg, ISAC-CNR (2016-2018)
Earlier Matlab version for climate downscaling - D. D'Onofrio and J. von Hardenberg, ISAC-CNR (2014)