Rainfall-runoff modeling using the LSTM network
Using the LSTM network to simulate daily runoff at a US. MOPEX basin
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The code of the LSTM network for rainfall-runoff modeling. The model is run at a daily step, and the forcing data are the basin-averaged precipitation, potential evaporation, maximum and minimum temperature. The used data comes from the U.S. MOPEX data set (https://www.nws.noaa.gov/ohd/mopex/mo_datasets.htm).
Cite As
Peng Bai, Xiaomang Liu and Jiaxin Xie. Simulating runoff under changing climatic condition: a comparison of the long-short memory network with two conceptual hydrological models. Journal of Hydrology, 2021, 592: 125779. https://doi.org/10.1016/j.jhydrol.2020.125779
General Information
- Version 1.0.3 (305 KB)
MATLAB Release Compatibility
- Compatible with any release
Platform Compatibility
- Windows
- macOS
- Linux
