Xiaohua Xu

Data-intelligence-driven flood forecasting and early warning in a small river basin: A BiLSTM model integrated with the “631” response mechanism

This study links a Bidirectional Long Short-Term Memory rainfall–runoff model with Jiangxi Province’s hierarchical “631” response mechanism to support a focused, auditable pathway from data-driven prediction to warning action while defining the limits imposed by event scarcity and missing future rainfall forcing.