Estimating Soil Water Contents from Soil Temperature Measurements by Using an Adaptive Kalman Filter

From: Journal of Applied Meteorology | Date: February 1, 2004| Author: Qiu, Chong-Jian; Xu, Qin; Zhang, Shu-Wen | Copyright information

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. In this method, the soil water contents are estimated as control variables that regulate the variations of soil temperatures at different depths and make the model nonbiased, while the model system noise covariance matrix is estimated by the covariance-match...

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