Editorial
Published on 01 Jun 2023
Editorial: Data-driven machine learning for advancing hydrological and hydraulic predictability
Frontiers in Water
doi 10.3389/frwa.2023.1215966
Type at least 3 characters
12 articles
Articles
Original Research
Accepted on 30 May 2023
Evaluating deep learning architecture and data assimilation for improving water temperature forecasts at unmonitored locations
Frontiers in Water
doi 10.3389/frwa.2023.1184992
Original Research
Published on 24 May 2023
Deep learning of model- and reanalysis-based precipitation and pressure mismatches over Europe
Frontiers in Water
doi 10.3389/frwa.2023.1178114
- 654 views
Original Research
Accepted on 05 May 2023
Predicting streamflow with LSTM networks using global datasets
Frontiers in Water
doi 10.3389/frwa.2023.1166124
Original Research
Published on 21 Apr 2023
Uncertainty quantification of machine learning models to improve streamflow prediction under changing climate and environmental conditions
Frontiers in Water
doi 10.3389/frwa.2023.1150126
- 1,186 views
- 1 citations
Original Research
Published on 17 Apr 2023
Short-term runoff forecasting in an alpine catchment with a long short-term memory neural network
Frontiers in Water
doi 10.3389/frwa.2023.1126310
- 647 views
Original Research
Published on 22 Mar 2023
Hydraulic head change predictions in groundwater models using a probabilistic neural network
Frontiers in Water
doi 10.3389/frwa.2023.1028922
- 609 views
Original Research
Published on 21 Mar 2023
Simulating hydrological extremes for different warming levels–combining large scale climate ensembles with local observation based machine learning models
Frontiers in Water
doi 10.3389/frwa.2023.1108108
- 710 views
Original Research
Published on 14 Mar 2023
Investigation of hydrometeorological influences on reservoir releases using explainable machine learning methods
Frontiers in Water
doi 10.3389/frwa.2023.1112970
- 481 views
Original Research
Published on 14 Mar 2023
Super-resolution and uncertainty estimation from sparse sensors of dynamical physical systems
Frontiers in Water
doi 10.3389/frwa.2023.1137110
- 243 views
Original Research
Published on 08 Dec 2022
Seasonal prediction of Horn of Africa long rains using machine learning: The pitfalls of preselecting correlated predictors
Frontiers in Water
doi 10.3389/frwa.2022.1053020
- 937 views
Original Research
Published on 27 Jun 2022
Interpreting Deep Machine Learning for Streamflow Modeling Across Glacial, Nival, and Pluvial Regimes in Southwestern Canada
Frontiers in Water
doi 10.3389/frwa.2022.934709
- 2,123 views
- 2 citations