Concepedia

A machine learning method trained by radiative transfer model inversion for generating seven global land and atmospheric estimates from VIIRS top-of-atmosphere observations

Guodong Zhang, Han Ma, Shunlin Liang, Aolin Jia, Tao He, Dongdong Wang

Remote Sensing of Environment · 2022 · 25 citations · 68 references

Concepts

Natural SciencesEarth SciencesMeteorologyAtmospheric ScienceMachine LearningRemote SensingGeophysical InversionLand Surface ModelingLand Surface MonitoringAtmospheric RetrievalsClear-sky Radiation EstimationMachine Learning-based InversionPhysical Model InversionRadiative Transfer InversionRadiative Transfer ParameterizationSatellite Retrievals Of Surface RadiationTop-of-atmosphere Radiance

References

68

Random Forests

Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text

Neural networks for pattern recognition

Choice Reviews Online · 1994 · 18.7K citations

Computing, Computer Science, Computer Vision +13

The Modern-Era Retrospective Analysis for Research and Applications, Version 2 (MERRA-2)

Ronald Gelaro, Will McCarty, Max J. Suárez et al. · Journal of Climate · 2017 · 9.4K citations · Full text

Natural Sciences, Earth Sciences, Meteorology +13

FLUXNET: A New Tool to Study the Temporal and Spatial Variability of Ecosystem–Scale Carbon Dioxide, Water Vapor, and Energy Flux Densities

Dennis Baldocchi, Eva Falge, Lianhong Gu et al. · Bulletin of the American Meteorological Society · 2001 · 4K citations · Full text

Natural Sciences, Earth Sciences, Ecology +16

Effective and efficient global optimization for conceptual rainfall‐runoff models

Qingyun Duan, Soroosh Sorooshian, Vijai Kumar Gupta · Water Resources Research · 1992 · 3.4K citations

Natural Resources, Hydrology, Hydrologic Forecasting +13