Fig. 1

Schematic of the study workflow and objectives: (1) training of the LSTM model; (2) utilizing the trained LSTM model to simulate projected streamflow; (3) performing flood frequency analysis with the simulated streamflow using the best fitted distribution among Generalized Extreme Value (GEV), General Pareto (GP), and Log-Pearson3 (LP3).