flood-forecasting-models

LSTM Model:

Nearing,Grey,et al."Global prediction of extreme floods in ungauged watersheds".Nature,vol.627,2024,pp.559-563,https://doi.org/10.1038/s41586-024-07145-1.
Dataset: Data Prerequisites — NeuralHydrology 1.11.0 documentation

Transformer LSTM model

Li,Wenzhong,et al."An interpretable hybrid deep learning model for flood forecasting based on Transformer and LSTM".Journal of Hydrology: Regional Studies,vol.54,2024,pp.101873,https://doi.org/10.1016/j.ejrh.2024.101873.
Data Prerequisites — NeuralHydrology 1.11.0 documentation

Acknowledgments

This project incorporates code from:

NeuralHydrology (https://github.com/neuralhydrology/neuralhydrology), licensed under the BSD 3-Clause License.

Name		Name	Last commit message	Last commit date
Latest commit History 10 Commits
ConvLSTM-Transformer		ConvLSTM-Transformer
LSTM_Transformer		LSTM_Transformer
data		data
lstm-daily		lstm-daily
lstm-hourly		lstm-hourly
lstm		lstm
modelzoo		modelzoo
result		result
result_pic		result_pic
results		results
transformer-lstm-original		transformer-lstm-original
utils		utils
LICENSE		LICENSE
README.md		README.md
plot_boxplots.py		plot_boxplots.py
plot_compare.py		plot_compare.py