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

An experiment on reservoir representation schemes to improve hydrologic prediction: coupling the national water model with the HEC-ResSim

(2020) Jungho Kim et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

Hydrologically Informed Machine Learning for Rainfall‐Runoff Modeling: A Genetic Programming‐Based Toolkit for Automatic Model Induction

(2020) Jayashree Chadalawada et al.   WATER RESOURCES RESEARCH

Physics‐Informed Deep Neural Networks for Learning Parameters and Constitutive Relationships in Subsurface Flow Problems

(2020) A. M. Tartakovsky et al.   WATER RESOURCES RESEARCH

The proper care and feeding of CAMELS: How limited training data affects streamflow prediction

(2020) Martin Gauch et al.   ENVIRONMENTAL MODELLING & SOFTWARE

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

(2020) Grey S. Nearing et al.   WATER RESOURCES RESEARCH

Deep learning and process understanding for data-driven Earth system science

(2019) Markus Reichstein et al.   NATURE

Assessing Retrospective National Water Model Streamflow with Respect to Droughts and Low Flows in the Colorado River Basin

(2019) Carly Hansen et al.   JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION

Process‐Guided Deep Learning Predictions of Lake Water Temperature

(2019) Jordan S. Read et al.   WATER RESOURCES RESEARCH

Benchmarking and Process Diagnostics of Land Models

(2018) Grey S. Nearing et al.   JOURNAL OF HYDROMETEOROLOGY

A ranking of hydrological signatures based on their predictability in space

(2018) N. Addor et al.   WATER RESOURCES RESEARCH

Theory-Guided Data Science: A New Paradigm for Scientific Discovery from Data

(2017) Anuj Karpatne et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Towards Real-Time Continental Scale Streamflow Simulation in Continuous and Discrete Space

(2017) Fernando R. Salas et al.   JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION

Hydrologic post-processing of MOPEX streamflow simulations

(2013) Aizhong Ye et al.   JOURNAL OF HYDROLOGY

The community Noah land surface model with multiparameterization options (Noah-MP): 1. Model description and evaluation with local-scale measurements

(2011) Guo-Yue Niu et al.   JOURNAL OF GEOPHYSICAL 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

Reconciling theory with observations: elements of a diagnostic approach to model evaluation

(2008) Hoshin V. Gupta et al.   HYDROLOGICAL PROCESSES