Rainfall–runoff prediction at multiple timescales with a single Long Short-Term Memory network
Rainfall–runoff prediction at multiple timescales with a single Long Short-Term Memory network
Long Short-Term Memory Networks (LSTMs) have been applied to daily discharge prediction with remarkable success. Many practical scenarios, however, require predictions at more granular timescales. For instance, accurate prediction of short but extreme flood peaks can make a life-saving difference, yet such peaks may escape the coarse temporal resolution of …