Coupling Machine Learning Into Hydrodynamic Models to Improve River Modeling With Complex Boundary Conditions

From Hydrometeorology to River Water Quality: Can a Deep Learning Model Predict Dissolved Oxygen at the Continental Scale?

(2021) Wei Zhi et al.   ENVIRONMENTAL SCIENCE & TECHNOLOGY

Coupling a Hybrid CNN-LSTM Deep Learning Model with a Boundary Corrected Maximal Overlap Discrete Wavelet Transform for Multiscale Lake Water Level Forecasting

(2021) Rahim Barzegar et al.   JOURNAL OF HYDROLOGY

Aleatoric and epistemic uncertainty in machine learning: an introduction to concepts and methods

(2021) Eyke Hüllermeier et al.   MACHINE LEARNING

A stream prediction model based on attention-LSTM

(2021) Le Yan et al.   Earth Science Informatics

Daily runoff forecasting by deep recursive neural network

(2021) Jiangwei Zhang et al.   JOURNAL OF HYDROLOGY

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

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

basement v3: A modular freeware for river process modelling over multiple computational backends

(2021) Davide Vanzo et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Effects of air quality and vegetation on algal bloom early warning systems in large lakes in the middle–lower Yangtze River basin

(2021) Chengxiang Zhang et al.   ENVIRONMENTAL POLLUTION

Effect of rating curve hysteresis on flood extent simulation with a 2D hydrodynamic model: A case study of the Inner Niger Delta, Mali, West Africa

(2021) Md Mominul Haque et al.   JOURNAL OF AFRICAN EARTH SCIENCES

Modeling spatial distribution of flow depth in fluvial systems using a hybrid two-dimensional hydraulic-multigene genetic programming approach

(2021) Xiaohui Yan et al.   JOURNAL OF HYDROLOGY

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

(2021) Si Ha et al.   Scientific Reports

Prediction of harmful algal blooms in large water bodies using the combined EFDC and LSTM models

(2021) Lei Zheng et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Effect of Three Gorges Dam on Poyang Lake water level at daily scale based on machine learning

(2021) Sheng Huang et al.   Journal of Geographical Sciences

Comparison of physical-based, data-driven and hybrid modeling approaches for evapotranspiration estimation

(2021) Xiaolong Hu et al.   JOURNAL OF HYDROLOGY

Integrated hydrodynamic model for simulation of river-lake-sluice interactions

(2020) Chengxiao Zhang et al.   APPLIED MATHEMATICAL MODELLING

Hydrodynamic modelling of a flood-prone tidal river using the 1D model MIKE HYDRO River: calibration and sensitivity analysis

(2020) Mahsa Jahandideh-Tehrani et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

Accurate tide level estimation: A deep learning approach

(2020) Amin Riazi   OCEAN ENGINEERING

A Rainfall‐Runoff Model With LSTM‐Based Sequence‐to‐Sequence Learning

(2020) Zhongrun Xiang et al.   WATER RESOURCES RESEARCH

Information‐Based Machine Learning for Tracer Signature Prediction in Karstic Environments

(2020) B. Mewes et al.   WATER RESOURCES RESEARCH

Global threat of arsenic in groundwater

(2020) Joel Podgorski et al.   SCIENCE

A Framework for Modeling Flood Depth Using a Hybrid of Hydraulics and Machine Learning

(2020) Hossein Hosseiny et al.   Scientific Reports

Hybrid decision tree-based machine learning models for short-term water quality prediction

(2020) Hongfang Lu et al.   CHEMOSPHERE

Forecasting of water level in multiple temperate lakes using machine learning models

(2020) Senlin Zhu et al.   JOURNAL OF HYDROLOGY

On the hydrodynamic behavior of floodplain vegetation in a flood-pulse-influenced river-lake system (Poyang Lake, China)

(2020) Yunliang Li et al.   JOURNAL OF HYDROLOGY

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

The importance of short lag-time in the runoff forecasting model based on long short-term memory

(2020) Xi Chen et al.   JOURNAL OF HYDROLOGY

Regionalization of stage-discharge rating curves for hydrodynamic modeling in ungauged basins

(2020) Keighobad Jafarzadegan et al.   JOURNAL OF HYDROLOGY

Short-term runoff prediction with GRU and LSTM networks without requiring time step optimization during sample generation

(2020) Shuai Gao et al.   JOURNAL OF HYDROLOGY

Real-time probabilistic forecasting of river water quality under data missing situation: Deep learning plus post-processing techniques

(2020) Yanlai Zhou   JOURNAL OF HYDROLOGY

A Numerical Study of Hydrodynamic Processes and Flood Mitigation in a Large River-lake System

(2020) Hongwu Tang et al.   WATER RESOURCES MANAGEMENT

Training Machine Learning Surrogate Models From a High‐Fidelity Physics‐Based Model: Application for Real‐Time Street‐Scale Flood Prediction in an Urban Coastal Community

(2020) Faria T. Zahura et al.   WATER RESOURCES RESEARCH

Exploring the exceptional performance of a deep learning stream temperature model and the value of streamflow data

(2020) Farshid Rahmani et al.   Environmental Research Letters

A new era of flood control strategies from the perspective of managing the 2020 Yangtze River flood

(2020) Jun Xia et al.   Science China-Earth Sciences

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

(2019) Markus Reichstein et al.   NATURE

Arctic‐Boreal Lake Dynamics Revealed Using CubeSat Imagery

(2019) Sarah W. Cooley et al.   GEOPHYSICAL RESEARCH LETTERS

The Abundance, Size, and Spacing of Lakes and Reservoirs Connected to River Networks

(2019) J. R. Gardner et al.   GEOPHYSICAL RESEARCH LETTERS

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

(2019) Le et al.   Water

Making the black box more transparent: Understanding the physical implications of machine learning

(2019) Amy McGovern et al.   BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY

Lake Water-Level fluctuations forecasting using Minimax Probability Machine Regression, Relevance Vector Machine, Gaussian Process Regression, and Extreme Learning Machine

(2019) Hossein Bonakdari et al.   WATER RESOURCES MANAGEMENT

Definitions, methods, and applications in interpretable machine learning

(2019) W. James Murdoch et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Real-time reservoir operation using recurrent neural networks and inflow forecast from a distributed hydrological model

(2019) Shuyu Yang et al.   JOURNAL OF HYDROLOGY

Real-time simulation of hydrodynamic and scalar transport in large river-lake systems

(2019) Dechao Hu et al.   JOURNAL OF HYDROLOGY

Deep learning for physical processes: incorporating prior scientific knowledge

(2019) Emmanuel de Bézenac et al.   JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT

Comparative analysis of surface water quality prediction performance and identification of key water parameters using different machine learning models based on big data

(2019) Kangyang Chen et al.   WATER RESEARCH

Prognostic Validation of a Neural Network Unified Physics Parameterization

(2018) N. D. Brenowitz et al.   GEOPHYSICAL RESEARCH LETTERS

A method for extending stage-discharge relationships using a hydrodynamic model and quantifying the associated uncertainty

(2018) Quanxi Shao et al.   JOURNAL OF HYDROLOGY

Use long short-term memory to enhance Internet of Things for combined sewer overflow monitoring

(2018) Duo Zhang et al.   JOURNAL OF HYDROLOGY

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

(2018) Chaopeng Shen   WATER RESOURCES RESEARCH

Development and performance of a 1D–2D coupled shallow water model for large river and lake networks

(2018) Kang Yu et al.   JOURNAL OF HYDRAULIC RESEARCH

Dongting Lake Water Level Forecast and Its Relationship with the Three Gorges Dam Based on a Long Short-Term Memory Network

(2018) Chen Liang et al.   Water

Impacts of Land-Use Changes on the Lakes across the Yangtze Floodplain in China

(2017) Cong Xie et al.   ENVIRONMENTAL SCIENCE & TECHNOLOGY

Variation in reach-scale bankfull discharge of the Jingjiang Reach undergoing upstream and downstream boundary controls

(2017) Junqiang Xia et al.   JOURNAL OF HYDROLOGY

Trade-off between cost and accuracy in large-scale surface water dynamic modeling

(2017) Augusto Getirana et al.   WATER RESOURCES RESEARCH

Quantifying local rainfall dynamics and uncertain boundary conditions into a nested regional-local flood modeling system

(2017) María Bermúdez et al.   WATER RESOURCES RESEARCH

Simulations of the flow in the Mahakam river–lake–delta system, Indonesia

(2016) Chien Pham Van et al.   ENVIRONMENTAL FLUID MECHANICS

The morphometric variation of islands in the middle and lower Yangtze River: A variational analytical explanation

(2016) Xiaofang Liu et al.   GEOMORPHOLOGY

The influence of river-to-lake backflow on the hydrodynamics of a large floodplain lake system (Poyang Lake, China)

(2016) Yunliang Li et al.   HYDROLOGICAL PROCESSES

Simulating California reservoir operation using the classification and regression-tree algorithm combined with a shuffled cross-validation scheme

(2016) Tiantian Yang et al.   WATER RESOURCES RESEARCH

GIS-based groundwater potential mapping using boosted regression tree, classification and regression tree, and random forest machine learning models in Iran

(2015) Seyed Amir Naghibi et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

Prediction–Correction Method for Parallelizing Implicit 2D Hydrodynamic Models. II: Application

(2015) Dechao Hu et al.   JOURNAL OF HYDRAULIC ENGINEERING

Implementation of a Hydraulic Routing Model for Dendritic Networks with Offline Coupling to a Distributed Hydrological Model

(2015) Chi Chi Choi et al.   JOURNAL OF HYDROLOGIC ENGINEERING

Neural network river forecasting through baseflow separation and binary-coded swarm optimization

(2015) Riccardo Taormina et al.   JOURNAL OF HYDROLOGY

Examining the influence of river–lake interaction on the drought and water resources in the Poyang Lake basin

(2015) Zengxin Zhang et al.   JOURNAL OF HYDROLOGY

Deep learning

(2015) Yann LeCun et al.   NATURE

Self-adjustment of stream bed roughness and flow velocity in a steep mountain channel

(2015) Johannes M. Schneider et al.   WATER RESOURCES RESEARCH

Prediction–Correction Method for Parallelizing Implicit 2D Hydrodynamic Models. II: Application

(2015) Dechao Hu et al.   JOURNAL OF HYDRAULIC ENGINEERING

Modeling of daily pan evaporation in sub tropical climates using ANN, LS-SVR, Fuzzy Logic, and ANFIS

(2014) Manish Kumar Goyal et al.   EXPERT SYSTEMS WITH APPLICATIONS

An investigation of enhanced recessions in Poyang Lake: Comparison of Yangtze River and local catchment impacts

(2014) Qi Zhang et al.   JOURNAL OF HYDROLOGY

Channel Roughness in North Carolina Mountain Streams

(2014) Jason M. Zink et al.   JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION

Impoundment Effects of the Three-Gorges-Dam on Flow Regimes in Two China’s Largest Freshwater Lakes

(2014) Xijun Lai et al.   WATER RESOURCES MANAGEMENT

Analytical solutions of the linearized parabolic wave accounting for downstream boundary condition and uniform lateral inflows

(2013) L. Cimorelli et al.   ADVANCES IN WATER RESOURCES

Measuring flow in non-ideal conditions for short-term projects: Uncertainties associated with the use of stage-discharge rating curves

(2013) François Birgand et al.   JOURNAL OF HYDROLOGY

Large-scale hydrodynamic modeling of the middle Yangtze River Basin with complex river–lake interactions

(2013) Xijun Lai et al.   JOURNAL OF HYDROLOGY

Improving computational efficiency in global river models by implementing the local inertial flow equation and a vector-based river network map

(2013) Dai Yamazaki et al.   WATER RESOURCES RESEARCH

Flood management selections for the Yangtze River midstream after the Three Gorges Project operation

(2012) Hongwei Fang et al.   JOURNAL OF HYDROLOGY

Uncertainty of design water levels due to combined bed form and vegetation roughness in the Dutch River Waal

(2012) J.J. Warmink et al.   Journal of Flood Risk Management

State of the World's Freshwater Ecosystems: Physical, Chemical, and Biological Changes

(2011) Stephen R. Carpenter et al.   Annual Review of Environment and Resources

Effects of the Three Gorges Dam on Yangtze River flow and river interaction with Poyang Lake, China: 2003–2008

(2011) Hua Guo et al.   JOURNAL OF HYDROLOGY

Real-Time Hydraulic and Hydrodynamic Model of the St. Clair River, Lake St. Clair, Detroit River System

(2010) Eric J. Anderson et al.   JOURNAL OF HYDRAULIC ENGINEERING

Integrating hydrometeorological information for rainfall-runoff modelling by artificial neural networks

(2009) Yen-Ming Chiang et al.   HYDROLOGICAL PROCESSES

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

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

Uncertainty Analysis of a Two-dimensional Hydrodynamic Model

(2008) Aaron Thompson et al.   JOURNAL OF GREAT LAKES RESEARCH