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- W4200344903 abstract "<strong class=journal-contentHeaderColor>Abstract.</strong> Ingesting near-real-time observation data is a critical component of many operational hydrological forecasting systems. In this paper, we compare two strategies for ingesting near-real-time streamflow observations into long short-term memory (LSTM) rainfallârunoff models: autoregression (a forward method) and variational data assimilation. Autoregression is both more accurate and more computationally efficient than data assimilation. Autoregression is sensitive to missing data, however an appropriate (and simple) training strategy mitigates this problem. We introduce a data assimilation procedure for recurrent deep learning models that uses backpropagation to make the state updates." @default.
- W4200344903 created "2021-12-31" @default.
- W4200344903 date "2021-12-02" @default.
- W4200344903 modified "2023-10-02" @default.
- W4200344903 title "review of hess-2021-515" @default.
- W4200344903 doi "https://doi.org/10.5194/hess-2021-515-rc2" @default.
- W4200344903 hasPublicationYear "2021" @default.
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