Development of a Deep Learning Emulator for a Distributed Groundwater–Surface Water Model: ParFlow-ML

PrecipGAN: Merging Microwave and Infrared Data for Satellite Precipitation Estimation Using Generative Adversarial Network

(2021) Cunguang Wang et al.   GEOPHYSICAL RESEARCH LETTERS

Machine-learning-based regional-scale groundwater level prediction using GRACE

(2021) Pragnaditya Malakar et al.   HYDROGEOLOGY JOURNAL

Enforcing Analytic Constraints in Neural Networks Emulating Physical Systems

(2021) Tom Beucler et al.   PHYSICAL REVIEW LETTERS

Leveraging HPC accelerator architectures with modern techniques — hydrologic modeling on GPUs with ParFlow

(2021) Jaro Hokkanen et al.   COMPUTATIONAL GEOSCIENCES

Prediction of Yangtze River streamflow based on deep learning neural network with El Niño–Southern Oscillation

(2021) Si Ha et al.   Scientific Reports

Applying deep learning algorithms to enhance simulations of large-scale groundwater flow in IoTs

(2020) Yu-Sen Su et al.   APPLIED SOFT COMPUTING

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

Improving Precipitation Estimation Using Convolutional Neural Network

(2019) Baoxiang Pan et al.   WATER RESOURCES RESEARCH

Modified priority flood and global slope enforcement algorithm for topographic processing in physically based hydrologic modeling applications

(2019) Laura E. Condon et al.   COMPUTERS & GEOSCIENCES

Estimation of groundwater storage from seismic data using deep learning

(2019) Timo Lähivaara et al.   GEOPHYSICAL PROSPECTING

Application of Long Short-Term Memory (LSTM) Neural Network for Flood Forecasting

(2019) Le et al.   Water

Improving Monsoon Precipitation Prediction Using Combined Convolutional and Long Short Term Memory Neural Network

(2019) Qinghua Miao et al.   Water

Groundwater Recharge Prediction Using Linear Regression, Multi-Layer Perception Network, and Deep Learning

(2019) Xin Huang et al.   Water

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

(2019) Frederik Kratzert et al.   WATER RESOURCES RESEARCH

Groundwater Estimation from Major Physical Hydrology Components Using Artificial Neural Networks and Deep Learning

(2019) Hassan Afzaal et al.   Water

Could Machine Learning Break the Convection Parameterization Deadlock?

(2018) P. Gentine et al.   GEOPHYSICAL RESEARCH LETTERS

Deep learning to represent subgrid processes in climate models

(2018) Stephan Rasp et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

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

(2018) Chaopeng Shen   WATER RESOURCES RESEARCH

Uncertainty and scale interactions in ocean ensembles: From seasonal forecasts to multidecadal climate predictions

(2018) L. Zanna et al.   QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY

Precipitation Identification with Bispectral Satellite Information Using Deep Learning Approaches

(2017) Yumeng Tao et al.   JOURNAL OF HYDROMETEOROLOGY

Full-flow-regime storage-streamflow correlation patterns provide insights into hydrologic functioning over the continental US

(2017) Kuai Fang et al.   WATER RESOURCES RESEARCH

A Deep Neural Network Modeling Framework to Reduce Bias in Satellite Precipitation Products

(2016) Yumeng Tao et al.   JOURNAL OF HYDROMETEOROLOGY

Connections between groundwater flow and transpiration partitioning

(2016) R. M. Maxwell et al.   SCIENCE

GPU-based high-performance computing for integrated surface–sub-surface flow modeling

(2015) Phong V.V. Le et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Hyper-resolution global hydrological modelling: what is next?

(2014) Marc F. P. Bierkens et al.   HYDROLOGICAL PROCESSES

Extended contingency table: Performance metrics for satellite observations and climate model simulations

(2013) A. AghaKouchak et al.   WATER RESOURCES RESEARCH

A terrain-following grid transform and preconditioner for parallel, large-scale, integrated hydrologic modeling

(2012) Reed M. Maxwell   ADVANCES IN WATER RESOURCES

Runoff conditions in the upper Danube basin under an ensemble of climate change scenarios

(2012) Harald Kling et al.   JOURNAL OF HYDROLOGY

Mapping permeability over the surface of the Earth

(2011) Tom Gleeson et al.   GEOPHYSICAL RESEARCH LETTERS

Hyperresolution global land surface modeling: Meeting a grand challenge for monitoring Earth's terrestrial water

(2011) Eric F. Wood et al.   WATER RESOURCES RESEARCH

Proof of concept of regional scale hydrologic simulations at hydrologic resolution utilizing massively parallel computer resources

(2010) Stefan J. Kollet et al.   WATER RESOURCES RESEARCH

Decomposition of the mean squared error and NSE performance criteria: Implications for improving hydrological modelling

(2009) Hoshin V. Gupta et al.   JOURNAL OF HYDROLOGY