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Perspectives of physics-based machine learning strategies for geoscientific applications governed by partial differential equations

, , , , , , and . Geoscientific Model Development, 16 (24): 7375--7409 (2023)

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Statistical exploration of Sentinel-1 data, terrain parameters and in-situ data for estimating the near-surface soil moisture in a Mediterranean agroecosystem, , , , , , , and . Frontiers in Water, (2021)High-resolution near-surface soil moisture through the combination of Sentinel-1 and Cosmic-Ray Neutron Probe in a Mediterranean agroforestry, , , , , , , , , and . (2021)Causation Discovery of Weather and Vegetation Condition on Global Wildfire Using the PCMCI Approach., , and . IGARSS, page 8644-8647. IEEE, (2021)UAS Lidar Derived Metrics for Winter Wheat Biomass Estimations using Multiple Linear Regression., , , , and . IGARSS, page 7234-7237. IEEE, (2022)Estimating soil hydraulic properties using L-band radiometer and ground-penetrating radar., , , , , and . IGARSS, page 706-709. IEEE, (2012)A particle smoother with sequential importance resampling for radiative transfer parameter estimation., , , , and . IGARSS, page 3431-3434. IEEE, (2013)Closed loop brightness temperature data inversion for the retrieval of soil hydraulic properties., , , , , and . IGARSS, page 1219-1222. IEEE, (2011)Implications for Validation Activities of Global Soil Moisture Missions by the Prediction of Sub-Grid Soil Moisture Variability., , and . IGARSS, page 6202-6204. IEEE, (2019)Active and passive L-band microwave remote sensing for soil moisture - A test-bed for SMAP fusion algorithms., , , , , , , , , and . IGARSS, page 2427-2430. IEEE, (2014)Time series analysis of SMOS and ASCAT: Soil moisture product validation in the Rur and Erft catchments., , , , , and . IGARSS, page 3716-3719. IEEE, (2012)