Natel Energy (United States)

Toward Improved Predictions in Ungauged Basins: Exploiting the Power of Machine Learning

Frederik Kratzert, Daniel Klotz, Mathew Herrnegger et al. · Water Resources Research · 2019 · 908 citations · Full text

Hydrological Prediction, Engineering, Machine Learning +21

What Role Does Hydrological Science Play in the Age of Machine Learning?

Grey Nearing, Frederik Kratzert, Alden Keefe Sampson et al. · Water Resources Research · 2020 · 697 citations · Full text

Hydrological Prediction, Engineering, Machine Learning +17

Uncertainty estimation with deep learning for rainfall–runoff modeling

Daniel Klotz, Frederik Kratzert, Martin Gauch et al. · Hydrology and earth system sciences · 2022 · 201 citations · Full text

Convolutional Neural Network, Hydrological Prediction, Engineering +12

What Role Does Hydrological Science Play in the Age of Machine Learning?

Grey Nearing, Frederik Kratzert, Alden Keefe Sampson et al. · 2020 · 160 citations · Full text

Hydrological Science, Engineering, Machine Learning +11

A note on leveraging synergy in multiple meteorological datasets with deep learning for rainfall-runoff modeling

Frederik Kratzert, Daniel Klotz, Sepp Hochreiter et al. · 2020 · 61 citations · Full text

Hydrometeorology, Convolutional Neural Network, Recurrent Neural Network +14