ML4WX

Extremes & hazards

Accurate storm surge forecasting using the encoder–decoder long short term memory recurrent neural network

Long-Hu Bai, Hang Xu

Physics of Fluids ·

Paper

In one sentence. Encoder-decoder LSTM predicts Florida hurricane storm surge 1 to 12 hours ahead from observed surge and meteorological inputs, outperforming a CNN in all cases.

Labels

Topic
Extremes & hazards
Type
New model or method
Method
RNN / LSTM / ConvLSTM
Time scale
6 h–3 days
Domain
Regional
Data
Station / in-situ
Status
Research
Identifiers
DOI:10.1063/5.0081858 OpenAlex:W4206720317
Added
2026-10-22

Labels and summary are generated by Claude and reviewed weekly. Wrong? Edit this entry.