Research graph
References from Subseasonal to seasonal prediction and forecasting of reservoir storage using a machine learning model in the UK, Spain and France. Local targets link to admitted publications; unresolved targets remain external evidence.
A comparison among interpretative proposals for random forests
10.1016/j.mlwa.2021.100094 · 2021 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
1984 · External reference
10.1023/a:1010933404324
10.1023/a:1010933404324 · External reference
Unresolved reference
2021 · External reference
Analysis and prediction of dammed water level in a hydropower reservoir using machine learning and persistence-based techniques
10.3390/w12061528 · 2020 · External reference
Unresolved reference
External reference
10.5194/egusphere-2025-2369-supplement
10.5194/egusphere-2025-2369-supplement · External reference
Unresolved reference
External reference
10.1016/j.jhydrol.2009.06.005
10.1016/j.jhydrol.2009.06.005 · External reference
Monitoring the storage volume of water reservoirs using google earth engine
10.1029/2021wr030026 · 2022 · External reference
10.5194/essd-17-1461-2025
10.5194/essd-17-1461-2025 · External reference
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External reference
Unresolved reference
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Unresolved reference
External reference
The data synergy effects of time-series deep learning models in hydrology
10.1029/2021wr029583 · 2022 · External reference
10.1002/qj.2270
10.1002/qj.2270 · External reference
Why should ensemble spread match the RMSE of the ensemble mean?
10.1175/jhm-d-14-0008.1 · 2014 · External reference
10.1214/aos/1013203451
10.1214/aos/1013203451 · External reference
10.1007/978-94-007-6692-1_6
10.1007/978-94-007-6692-1_6 · External reference
Comparison of generalized non-data-driven lake and reservoir routing models for global-scale hydrologic forecasting of reservoir outflow at diurnal time steps
10.5194/hess-24-2711-2020 · 2020 · External reference
Unresolved reference
External reference
10.3390/w12102927
10.3390/w12102927 · External reference
10.3390/w14010034
10.3390/w14010034 · External reference
10.5194/hess-23-5089-2019
10.5194/hess-23-5089-2019 · External reference
10.1038/s41597-023-01975-w
10.1038/s41597-023-01975-w · External reference
HESSopinions: never train a long short-term memory (LSTM) network on a single basin
10.5194/hess-28-4187-2024 · 2024 · External reference
10.5194/hess-25-5517-2021
10.5194/hess-25-5517-2021 · External reference
10.1890/100125
10.1890/100125 · External reference
10.1016/j.jcp.2007.02.014
10.1016/j.jcp.2007.02.014 · External reference
Data-driven forecasting framework therfor daily reservoir inflow time series considering the flood peaks based on multi-head attention mechanism
10.1016/j.jhydrol.2024.132197 · 2024 · External reference
Unresolved reference
External reference
10.22541/essoar.175095716.62626354/v1
10.22541/essoar.175095716.62626354/v1 · External reference
Randomization as regularization: a degrees of freedom explanation for random forest success
2020 · External reference
Unresolved reference
External reference
Unresolved reference
External reference
Reservoir volume forecasting using artificial intelligence-based models: artificial neural networks, support vector regression, and long short-term memory
10.1016/j.jhydrol.2022.128766 · 2023 · External reference
Scikit-learn: machine learning in python
2011 · External reference
10.5194/hess-24-6059-2020
10.5194/hess-24-6059-2020 · External reference
Reassessing model complexity in reservoir outflow forecasting: a multi-site, physics-informed benchmark of deep learning and ensemble methods
10.12912/27197050/218265 · 2026 · External reference
10.5194/egusphere-2025-2506
10.5194/egusphere-2025-2506 · External reference
10.3390/su12156121
10.3390/su12156121 · External reference
10.1007/s11600-024-01520-2
10.1007/s11600-024-01520-2 · External reference
10.25080/majora-92bf1922-011
10.25080/majora-92bf1922-011 · External reference
10.25080/majora-92bf1922-011
10.25080/majora-92bf1922-011 · External reference
A comparative analysis of machine learning algorithms for classification purpose
10.1016/j.procs.2022.12.044 · 2022 · External reference
10.1029/2018wr023025
10.1029/2018wr023025 · External reference
10.5194/hess-25-3897-2021
10.5194/hess-25-3897-2021 · External reference
Unresolved reference
External reference
Improving meteorological seasonal forecasts for hydrological modeling in european winter
10.1175/jamc-d-19-0094.1 · 2020 · External reference
10.1029/2019jd030525
10.1029/2019jd030525 · External reference
10.5194/egusphere-2025-769
10.5194/egusphere-2025-769 · External reference
10.5194/hess-21-4841-2017
10.5194/hess-21-4841-2017 · External reference
Data-driven reservoir simulation in a large-scale hydrological and water resource model
2020 · External reference
10.1016/j.jhydrol.2012.11.017
10.1016/j.jhydrol.2012.11.017 · External reference
10.1186/s12874-023-01965-x
10.1186/s12874-023-01965-x · External reference
10.1029/2011wr011366
10.1029/2011wr011366 · External reference
Unresolved reference
2019 · External reference
Unresolved reference
2025 · External reference
10.1002/2015wr017394
10.1002/2015wr017394 · External reference
10.5194/hess-23-3735-2019
10.5194/hess-23-3735-2019 · External reference
10.1038/s41598-021-03699-6
10.1038/s41598-021-03699-6 · External reference
10.1016/j.jhydrol.2018.08.050
10.1016/j.jhydrol.2018.08.050 · External reference
10.1002/2015wr017394
10.1002/2015wr017394 · ExternalCitation · doi-reference
10.1002/qj.2270
10.1002/qj.2270 · ExternalCitation · doi-reference
10.1007/978-94-007-6692-1_6
10.1007/978-94-007-6692-1_6 · ExternalCitation · doi-reference
10.1007/s11600-024-01520-2
10.1007/s11600-024-01520-2 · ExternalCitation · doi-reference
10.1016/j.jcp.2007.02.014
10.1016/j.jcp.2007.02.014 · ExternalCitation · doi-reference
10.1016/j.jhydrol.2009.06.005
10.1016/j.jhydrol.2009.06.005 · ExternalCitation · doi-reference
10.1016/j.jhydrol.2012.11.017
10.1016/j.jhydrol.2012.11.017 · ExternalCitation · doi-reference
10.1016/j.jhydrol.2018.08.050
10.1016/j.jhydrol.2018.08.050 · ExternalCitation · doi-reference
Reservoir volume forecasting using artificial intelligence-based models: artificial neural networks, support vector regression, and long short-term memory
10.1016/j.jhydrol.2022.128766 · ExternalCitation · doi-reference
Data-driven forecasting framework therfor daily reservoir inflow time series considering the flood peaks based on multi-head attention mechanism
10.1016/j.jhydrol.2024.132197 · ExternalCitation · doi-reference
A comparison among interpretative proposals for random forests
10.1016/j.mlwa.2021.100094 · ExternalCitation · doi-reference
A comparative analysis of machine learning algorithms for classification purpose
10.1016/j.procs.2022.12.044 · ExternalCitation · doi-reference
10.1023/a:1010933404324
10.1023/a:1010933404324 · ExternalCitation · doi-reference
10.1029/2011wr011366
10.1029/2011wr011366 · ExternalCitation · doi-reference
10.1029/2018wr023025
10.1029/2018wr023025 · ExternalCitation · doi-reference
10.1029/2019jd030525
10.1029/2019jd030525 · ExternalCitation · doi-reference
The data synergy effects of time-series deep learning models in hydrology
10.1029/2021wr029583 · ExternalCitation · doi-reference
Monitoring the storage volume of water reservoirs using google earth engine
10.1029/2021wr030026 · ExternalCitation · doi-reference
10.1038/s41597-023-01975-w
10.1038/s41597-023-01975-w · ExternalCitation · doi-reference
10.1038/s41598-021-03699-6
10.1038/s41598-021-03699-6 · ExternalCitation · doi-reference
Improving meteorological seasonal forecasts for hydrological modeling in european winter
10.1175/jamc-d-19-0094.1 · ExternalCitation · doi-reference
Why should ensemble spread match the RMSE of the ensemble mean?
10.1175/jhm-d-14-0008.1 · ExternalCitation · doi-reference
10.1186/s12874-023-01965-x
10.1186/s12874-023-01965-x · ExternalCitation · doi-reference
10.1214/aos/1013203451
10.1214/aos/1013203451 · ExternalCitation · doi-reference
Reassessing model complexity in reservoir outflow forecasting: a multi-site, physics-informed benchmark of deep learning and ensemble methods
10.12912/27197050/218265 · ExternalCitation · doi-reference
10.1890/100125
10.1890/100125 · ExternalCitation · doi-reference
10.22541/essoar.175095716.62626354/v1
10.22541/essoar.175095716.62626354/v1 · ExternalCitation · doi-reference
10.25080/majora-92bf1922-011
10.25080/majora-92bf1922-011 · ExternalCitation · doi-reference
10.3390/su12156121
10.3390/su12156121 · ExternalCitation · doi-reference
Analysis and prediction of dammed water level in a hydropower reservoir using machine learning and persistence-based techniques
10.3390/w12061528 · ExternalCitation · doi-reference
10.3390/w12102927
10.3390/w12102927 · ExternalCitation · doi-reference
10.3390/w14010034
10.3390/w14010034 · ExternalCitation · doi-reference
10.5194/egusphere-2025-2369-supplement
10.5194/egusphere-2025-2369-supplement · ExternalCitation · doi-reference
10.5194/egusphere-2025-2506
10.5194/egusphere-2025-2506 · ExternalCitation · doi-reference
10.5194/egusphere-2025-769
10.5194/egusphere-2025-769 · ExternalCitation · doi-reference
10.5194/essd-17-1461-2025
10.5194/essd-17-1461-2025 · ExternalCitation · doi-reference
10.5194/hess-21-4841-2017
10.5194/hess-21-4841-2017 · ExternalCitation · doi-reference
10.5194/hess-23-3735-2019
10.5194/hess-23-3735-2019 · ExternalCitation · doi-reference
10.5194/hess-23-5089-2019
10.5194/hess-23-5089-2019 · ExternalCitation · doi-reference
Comparison of generalized non-data-driven lake and reservoir routing models for global-scale hydrologic forecasting of reservoir outflow at diurnal time steps
10.5194/hess-24-2711-2020 · ExternalCitation · doi-reference
10.5194/hess-24-6059-2020
10.5194/hess-24-6059-2020 · ExternalCitation · doi-reference
10.5194/hess-25-3897-2021
10.5194/hess-25-3897-2021 · ExternalCitation · doi-reference
10.5194/hess-25-5517-2021
10.5194/hess-25-5517-2021 · ExternalCitation · doi-reference
HESSopinions: never train a long short-term memory (LSTM) network on a single basin
10.5194/hess-28-4187-2024 · ExternalCitation · doi-reference
