This work aims to investigate the performance of the LSTM for improving rainfall forecasts of a radar-based system at urban rain gauges in short-duration heavy rainfall events. The comparison between LSTM with other data-driven methods, such as the basic RNN, MLP, MARS, and MLR, is examined...