A Novel Hybrid Dual-Stream Deep Learning Architecture Integrating Multi-State LSTM, CNN, and Multi-Head Self-Attention for Water Level and Discharge Prediction (Missouri River Basin, USA)

Study region: The Missouri River Basin, located between the states of Nebraska and Iowa, USA. Study focus: Water level (WL) and discharge (Q) are key hydrological variables, accurate prediction of which in both long-term and short-term (extreme events) scenarios is essential for water resources and