**Abbreviations**

The following abbreviations are used in this manuscript: BP Back Propagation CNN Convolutional Neural Network CYGNSS Cyclone Global Navigation Satellite System DBNN Dual-branch neural network DDM Delay-Doppler map DL Deep Learning GNSS-R Global Navigation Satellite System-Reflectometry PR Power ratio SMAP Soil Moisture Active Passive satellite SR Surface reflectivity
