0000000000441706

AUTHOR

Beatrice Berthelot

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Systematic Assessment of MODTRAN Emulators for Atmospheric Correction

2021

Atmospheric radiative transfer models (RTMs) simulate the light propagation in the Earth's atmosphere. With the evolution of RTMs, their increase in complexity makes them impractical in routine processing such as atmospheric correction. To overcome their computational burden, standard practice is to interpolate a multidimensional lookup table (LUT) of prestored simulations. However, accurate interpolation relies on large LUTs, which still implies large computation times for their generation and interpolation. In recent years, emulation has been proposed as an alternative to LUT interpolation. Emulation approximates the RTM outputs by a statistical regression model trained with a low number …

EmulationMODTRANComputer scienceDimensionality reduction0211 other engineering and technologiesAtmospheric correction02 engineering and technologyArticlesymbols.namesakePrincipal component analysisLookup tablesymbolsGeneral Earth and Planetary SciencesElectrical and Electronic EngineeringGaussian processAlgorithm021101 geological & geomatics engineeringInterpolation
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