Improved SMAP Soil Moisture Retrieval Using a Deep Neural Network-Based Replacement of Radiative Transfer and Roughness Model

Abstract

The L-band (1.4 GHz) brightness temperature (TB) is interpreted by the zeroth-order approximation of the radiation transfer model, known as the τ - ω model. The soil moisture active passive (SMAP) mission facilitates the operational retrieval of global...