Machine learning for postprocessing ensemble streamflow forecasts

Insights into enhanced machine learning techniques for surface water quantity and quality prediction based on data pre-processing algorithms

(2022) Javad Panahi et al.   JOURNAL OF HYDROINFORMATICS

Deep learning for post-processing ensemble weather forecasts

(2021) Peter Grönquist et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

A framework for probabilistic weather forecast post-processing across models and lead times using machine learning

(2021) Charlie Kirkwood et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Scale-Dependent Value of QPF for Real-Time Streamflow Forecasting

(2021) Ganesh R. Ghimire et al.   JOURNAL OF HYDROMETEOROLOGY

Generating ensemble streamflow forecasts:A review of methods and approaches over the past 40 years

(2021) Magali Troin et al.   WATER RESOURCES RESEARCH

A novel ensemble-based conceptual-data-driven approach for improved streamflow simulations

(2021) Anna E. Sikorska-Senoner et al.   ENVIRONMENTAL MODELLING & SOFTWARE

A stacking ensemble model for hydrological post-processing to improve streamflow forecasts at medium-range timescales over South Korea

(2021) Dong-Gi Lee et al.   JOURNAL OF HYDROLOGY

Performance Comparison of an LSTM-based Deep Learning Model versus Conventional Machine Learning Algorithms for Streamflow Forecasting

(2021) Maryam Rahimzad et al.   WATER RESOURCES MANAGEMENT

A novel attention-based LSTM cell post-processor coupled with bayesian optimization for streamflow prediction

(2021) Babak Alizadeh et al.   JOURNAL OF HYDROLOGY

Improving streamflow prediction in the WRF-Hydro model with LSTM networks

(2021) Kyeungwoo Cho et al.   JOURNAL OF HYDROLOGY

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

(2021) Jonathan M. Frame et al.   JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION

Deep learning convolutional neural network in rainfall–runoff modelling

(2020) Song Pham Van et al.   JOURNAL OF HYDROINFORMATICS

Machine learning assisted hybrid models can improve streamflow simulation in diverse catchments across the conterminous US

(2020) Goutam Konapala et al.   Environmental Research Letters

Streamflow Forecasting without Models

(2020) Witold F. Krajewski et al.   JOURNAL OF HYDROMETEOROLOGY

Enhancing streamflow forecast and extracting insights using long‐short term memory networks with data integration at continental scales

(2020) Dapeng Feng et al.   WATER RESOURCES RESEARCH

Generating Probabilistic Next-Day Severe Weather Forecasts from Convection-Allowing Ensembles Using Random Forests

(2020) Eric D. Loken et al.   WEATHER AND FORECASTING

Distributed long-term hourly streamflow predictions using deep learning – A case study for State of Iowa

(2020) Zhongrun Xiang et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Simulating runoff under changing climatic conditions: A comparison of the long short-term memory network with two conceptual hydrologic models

(2020) Peng Bai et al.   JOURNAL OF HYDROLOGY

Hydrological Model Diversity Enhances Streamflow Forecast Skill at Short‐ to Medium‐Range Timescales

(2019) Sanjib Sharma et al.   WATER RESOURCES RESEARCH

Forecasting monthly precipitation using sequential modelling

(2019) Deepak Kumar et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

Hydrological post-processing using stacked generalization of quantile regression algorithms: Large-scale application over CONUS

(2019) Hristos Tyralis et al.   JOURNAL OF HYDROLOGY

Combining Postprocessed Ensemble Weather Forecasts and Multiple Hydrological Models for Ensemble Streamflow Predictions

(2019) Jianke Zhang et al.   JOURNAL OF HYDROLOGIC ENGINEERING

Multiscale Postprocessor for Ensemble Streamflow Prediction for Short to Long Ranges

(2019) Babak Alizadeh et al.   JOURNAL OF HYDROMETEOROLOGY

Exploring Persistence in Streamflow Forecasting

(2019) Ganesh Raj Ghimire et al.   JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION

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

(2019) Frederik Kratzert et al.   WATER RESOURCES RESEARCH

Postprocessing Next-Day Ensemble Probabilistic Precipitation Forecasts Using Random Forests

(2019) Eric D. Loken et al.   WEATHER AND FORECASTING

Modeling and simulating of reservoir operation using the artificial neural network, support vector regression, deep learning algorithm

(2018) Di Zhang et al.   JOURNAL OF HYDROLOGY

Assessing the Skill of Medium-Range Ensemble Precipitation and Streamflow Forecasts from the Hydrologic Ensemble Forecast Service (HEFS) for the Upper Trinity River Basin in North Texas

(2018) Sunghee Kim et al.   JOURNAL OF HYDROMETEOROLOGY

A trans-disciplinary review of deep learning research and its relevance for water resources scientists

(2018) Chaopeng Shen   WATER RESOURCES RESEARCH

Neural Networks for Postprocessing Ensemble Weather Forecasts

(2018) Stephan Rasp et al.   MONTHLY WEATHER REVIEW

Ensemble Streamflow Forecasting across the U.S. Mid-Atlantic Region with a Distributed Hydrological Model Forced by GEFS Reforecasts

(2017) Ridwan Siddique et al.   JOURNAL OF HYDROMETEOROLOGY

Global projections of river flood risk in a warmer world

(2017) Lorenzo Alfieri et al.   Earths Future

Verification of temperature, precipitation, and streamflow forecasts from the NOAA/NWS Hydrologic Ensemble Forecast Service (HEFS): 2. Streamflow verification

(2014) James D. Brown et al.   JOURNAL OF HYDROLOGY

NOAA's Second-Generation Global Medium-Range Ensemble Reforecast Dataset

(2013) Thomas M. Hamill et al.   BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY

The Science of NOAA's Operational Hydrologic Ensemble Forecast Service

(2013) Julie Demargne et al.   BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY

Short-term ensemble streamflow forecasting using operationally-produced single-valued streamflow forecasts – A Hydrologic Model Output Statistics (HMOS) approach

(2013) Satish Kumar Regonda et al.   JOURNAL OF HYDROLOGY

The Hydrology and Hydrometeorology of Flooding in the Delaware River Basin

(2010) James A. Smith et al.   JOURNAL OF HYDROMETEOROLOGY

Ensemble flood forecasting: A review

(2009) H.L. Cloke et al.   JOURNAL OF HYDROLOGY