Combining Parametric Land Surface Models with Machine Learning

Craig Pelissier, Jonathan Frame, Grey Nearing

A hybrid machine learning and process-based-modeling (PBM) approach is proposed and evaluated at a handful of AmeriFlux sites to simulate the top-layer soil moisture state. The Hyb…