Jonathan Frame

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

Deep learning rainfall–runoff predictions of extreme events

Jonathan Frame, Frederik Kratzert, Daniel Klotz et al. · Hydrology and earth system sciences · 2022 · 300 citations · Full text

Hydrometeorology, Hydrological Prediction, Engineering +12

Post‐Processing the National Water Model with Long Short‐Term Memory Networks for Streamflow Predictions and Model Diagnostics

Jonathan Frame, Frederik Kratzert, Austin Raney et al. · JAWRA Journal of the American Water Resources Association · 2021 · 239 citations · Full text

Hydrological Prediction, Engineering, Weather Forecasting +17

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

Physically Informed Machine Learning for Hydrological Modeling Under Climate Nonstationarity

Grey Nearing, Craig Pelissier, Frederik Kratzert et al. · Maryland Shared Open Access Repository (USMAI Consortium) · 2019 · 51 citations · Full text