Comparison of the use of a physical-based model with data assimilation and machine learning methods for simulating soil water dynamics

•Physical model and machine learning are compared for simulating soil moisture.•The effects of model assumptions and observation errors are investigated.•Their performances under extrapolation and different soil water dynamics are discussed.