Toward improved lumped groundwater level predictions at catchment scale: Mutual integration of water balance mechanism and deep learning method

•A novel hybrid model for simulating groundwater level was developed.•The hybrid model integrated water balance equations with deep learning algorithm.•The proposed model presented the superiority and powerful simulation ability.•The automatic parameterizing ability enhanced the model for cross-region simulation.