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eess.SP2020★ 5 cited
Spatial noise-aware temperature retrieval from infrared sounder data
David Malmgren-Hansen, Valero Laparra, Allan Aasbjerg Nielsen +1
In this paper we present a combined strategy for the retrieval of atmospheric profiles from infrared sounders. The approach considers the spatial information and a noise-dependent…
eess.SP2020★ 106 cited
Physics-Aware Gaussian Processes in Remote Sensing
Gustau Camps-Valls, Luca Martino, Daniel H. Svendsen +5
Earth observation from satellite sensory data poses challenging problems, where machine learning is currently a key player. In recent years, Gaussian Process (GP) regression has ex…