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Neural network radiative transfer solver for generation of surface solar spectral radiance maps and UV products

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solar_nn

A Matlab script to calculate the total surface solar radiation (GHI) in W/m2 over a region specified by a LAT_LON.mat meshgrid.

To run at the Matlab command line, the user will need to download and install the mapping package: m_map [Rich Pawlowicz: https://www.eoas.ubc.ca/~rich/map.html]. For visualization, the global self-consistent, hierarchical, high-resolution geography (GSHHG) intermediate resolution file is needed: https://www.ngdc.noaa.gov/mgg/shorelines/gshhs.html].

The code uses 5 freely available m-files from the Matlab File Exchange:

ignoreNaN.m [Matt G, Matlab file exchange: http://bit.ly/2h7YwAF] is_Daylight_Savings.m [Nate, Matlab file exchange: http://bit.ly/2h7QTud] rgb.m [Chad Greene, Matlab file exchange: http://bit.ly/1osmxpT] rgbmap.m [Chad Greene, Matlab file exchange: http://bit.ly/2gvsgaK] rgb.txt [Randall Munroe, XKCD colour survey: http://xkcd.com/color/rgb.txt].

See the DEPENDENCIES file for updates.

INPUT FILES:

The user will need to place *.COT files and corresponding *.h5 files (plus AOD *.mat files if available) in the sub-directory: TEST_DATA/

CITATION:

This work is partly based on the peer-reviewed article:

Taylor, M., Kosmopoulos, P. G., Kazadzis, S., Keramitsoglou, I., & Kiranoudis, C. T. (2016). Neural network radiative transfer solvers for the generation of high resolution solar irradiance spectra parameterized by cloud and aerosol parameters. Journal of Quantitative Spectroscopy and Radiative Transfer, 168, 176-192.

URL: http://www.sciencedirect.com/science/article/pii/S0022407315300078

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