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Publisher: American Meteorological Society
Revising the Ensemble-Based Kalman Filter Covariance for the Retrieval of Deep-Layer Soil Moisture
Publisher: American Meteorological Society
Abstract: Previous studies have demonstrated that soil moisture in the top layers (e.g., within the top 1-m depth) can be retrieved by assimilating near-surface soil moisture observations into a land surface model using ensemble-based ...
Estimating Soil Water Contents from Soil Temperature Measurements by Using an Adaptive Kalman Filter
Publisher: American Meteorological Society
Abstract: A simple soil heat transfer model is used together with an adaptive Kalman filter to estimate the daily averaged soil volumetric water contents from diurnal variations of the soil temperatures measured at different depths. ...