Code underlying the publication: Forecasting estuarine salt intrusion in the Rhine-Meuse delta using an LSTM model
doi:10.4121/21946724.v3
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doi: 10.4121/21946724
doi: 10.4121/21946724
Datacite citation style:
Wullems, Bas; Brauer, Claudia; Albrecht Weerts; Baart, Fedor (2023): Code underlying the publication: Forecasting estuarine salt intrusion in the Rhine-Meuse delta using an LSTM model. Version 3. 4TU.ResearchData. software. https://doi.org/10.4121/21946724.v3
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Software
usage stats
396
views
130
downloads
categories
geolocation
Netherlands
lat (N): 51.5 ... 52.5
lon (E): 3.5 ... 6.0
time coverage
2011-2020
licence
CC0
Machine learning model for predicting salt concentrations in the Rhine-Meuse delta.
The folder 'Data' contains processed data, identical to 'Features.csv' in the raw dataset.
The folder 'Models' contains an ensemble of LSTM models created with the script 'LSTMv1.py'.
The script 'preprocessing.py' was used to convert the raw data to the daily data in 'Features.csv'.
history
- 2023-09-08 first online
- 2023-12-05 published, posted
publisher
4TU.ResearchData
format
Python scripts, models created in python, csv and txt data files
associated peer-reviewed publication
Forecasting estuarine salt intrusion in the Rhine-Meuse delta using an LSTM model
references
derived from
funding
- NWO perspectief P18-32
organizations
Wageningen University and Research, Hydrology and Quantitative Water Management GroupDeltares, Department of Operational Water Management & Early Warning, Unit of Inland Water Systems
TU Delft, Faculty of Civil Engineering and Geosciences, Department of Hydraulic Engineering
DATA
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salt_intrusion_lstm.zip -
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