The purpose of this project is to investigate whether we can establish the effectiveness of natural flood management (NFM) interventions undertaken in the British town of Shipston-on-Stour during 2017 to 2020 from publicly available meteorological data and private data from the river gauge in Shipston.
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Identifying data sources for the inputs of LSTM model #9
Table 4 of this paper contains the input features ranked by importance. It would be great to use their model to predict the flow rate etc of our system, either by training their LSTM with a subsection of our data, or by using their LSTM already pretrained on American basins (question of transferability here - anyone with transfer learning experience?).
So would like to identify data sources for these inputs.
https://hess.copernicus.org/articles/23/5089/2019/hess-23-5089-2019.pdf
Table 4 of this paper contains the input features ranked by importance. It would be great to use their model to predict the flow rate etc of our system, either by training their LSTM with a subsection of our data, or by using their LSTM already pretrained on American basins (question of transferability here - anyone with transfer learning experience?).
So would like to identify data sources for these inputs.
Likely shared with Luke's issue...