A Deep Learning Approach Based on Physical Constraints for Predicting Soil Moisture in Unsaturated Zones

Energy and vapour transfer in evaporation processes over saturated bare soil and water surface‐lysimeter studies

(2023) Wanxin Li et al.   HYDROLOGICAL PROCESSES

Examining the change in groundwater flow patterns: A case study from the plain area of the Baiyangdian Lake Watershed, North China

(2023) Zhitong Ma et al.   Journal of Hydrology

Modelling soil water retention and water‐holding capacity with visible–near infrared spectra and machine learning

(2022) Philipp Baumann et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

A hybrid deep learning framework with physical process description for simulation of evapotranspiration

(2022) Han Chen et al.   JOURNAL OF HYDROLOGY

Non‐Darcy Flow Through a Natural Streambed in a Disconnected Stream

(2022) Zhitong Ma et al.   WATER RESOURCES RESEARCH

Interpretable Framework of Physics‐Guided Neural Network With Attention Mechanism: Simulating Paddy Field Water Temperature Variations

(2022) W. Xie et al.   WATER RESOURCES RESEARCH

Extracting operation behaviors of cascade reservoirs using physics-guided long-short term memory networks

(2022) Yalian Zheng et al.   Journal of Hydrology-Regional Studies

The role of soil texture on diurnal and seasonal cycles of potential evaporation over saturated bare soils - lysimeter studies

(2022) Wanxin Li et al.   JOURNAL OF HYDROLOGY

Toward improved lumped groundwater level predictions at catchment scale: Mutual integration of water balance mechanism and deep learning method

(2022) Hejiang Cai et al.   JOURNAL OF HYDROLOGY

Estimating daily reference evapotranspiration using a novel hybrid deep learning model

(2022) Liwen Xing et al.   JOURNAL OF HYDROLOGY

Comparing numerical modelling, traditional machine learning and theory-guided machine learning in inverse modeling of groundwater dynamics: a first study case application

(2022) Adoubi Vincent De Paul Adombi et al.   JOURNAL OF HYDROLOGY

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

(2022) Sheng Huang et al.   WATER RESOURCES RESEARCH

Analysis of gravity‐driven infiltration with the development of a saturated region

(2022) Mohammad Afzal Shadab et al.   WATER RESOURCES RESEARCH

Physics-constrained Gaussian process regression for soil moisture dynamics

(2022) Leilei He et al.   JOURNAL OF HYDROLOGY

Enhancing predictive skills in physically-consistent way: Physics Informed Machine Learning for hydrological processes

(2022) Pravin Bhasme 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

Salix psammophila afforestations can cause a decline of the water table, prevent groundwater recharge and reduce effective infiltration

(2021) Zaiyong Zhang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

An assessment of different methods to determine specific yield for estimating groundwater recharge using lysimeters

(2021) Chengcheng Gong et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Improved daily SMAP satellite soil moisture prediction over China using deep learning model with transfer learning

(2021) Qingliang Li et al.   JOURNAL OF HYDROLOGY

Simulating fluid flow in complex porous materials by integrating the governing equations with deep-layered machines

(2021) Serveh Kamrava et al.   npj Computational Materials

Soil water dynamics based on a contrastive experiment between vegetated and non-vegetated sites in a semiarid region in Northwest China

(2021) Ming Zhao et al.   JOURNAL OF HYDROLOGY

Physics-guided deep learning for rainfall-runoff modeling by considering extreme events and monotonic relationships

(2021) Kang Xie et al.   JOURNAL OF HYDROLOGY

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

(2021) Kyeungwoo Cho et al.   JOURNAL OF HYDROLOGY

Exploring a Long Short-Term Memory based Encoder-Decoder Framework for Multi-Step-Ahead Flood Forecasting

(2020) I-Feng Kao et al.   JOURNAL OF HYDROLOGY

Study on the coupled heat-water-vapor-mechanics process of unsaturated soils

(2020) Ruiqiang Bai et al.   JOURNAL OF HYDROLOGY

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

(2020) Zhongrun Xiang et al.   WATER RESOURCES RESEARCH

Machine Learning in Geo- and Environmental Sciences: From Small to Large Scale

(2020) Pejman Tahmasebi et al.   ADVANCES IN WATER RESOURCES

Deep learning of subsurface flow via theory-guided neural network

(2020) Nanzhe Wang et al.   JOURNAL OF HYDROLOGY

Potential evaporation dynamics over saturated bare soil and an open water surface

(2020) Wanxin Li 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

Neurocomputing in surface water hydrology and hydraulics: A review of two decades retrospective, current status and future prospects

(2020) Mohammad Zounemat-Kermani et al.   JOURNAL OF HYDROLOGY

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

B-PINNs: Bayesian physics-informed neural networks for forward and inverse PDE problems with noisy data

(2020) Liu Yang et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Water use of Salix in the variably unsaturated zone of a semiarid desert region based on in-situ observation

(2020) Ming Zhao et al.   JOURNAL OF HYDROLOGY

High-dimensional dynamics of generalization error in neural networks

(2020) Madhu S. Advani et al.   NEURAL NETWORKS

Physics‐informed neural networks with monotonicity constraints for Richardson‐Richards equation: Estimation of constitutive relationships and soil water flux density from volumetric water content measurements

(2020) Toshiyuki Bandai et al.   WATER RESOURCES RESEARCH

Root zone soil moisture estimation with Random Forest

(2020) Coleen Carranza et al.   JOURNAL OF HYDROLOGY

Long lead time drought forecasting using lagged climate variables and a stacked long short-term memory model

(2020) Abhirup Dikshit et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Assessing bare-soil evaporation from different water-table depths using lysimeters and a numerical model in the Ordos Basin, China

(2019) Zhitong Ma et al.   HYDROGEOLOGY JOURNAL

Machine Learning for Fluid Mechanics

(2019) Steven L. Brunton et al.   Annual Review of Fluid Mechanics

Process‐Guided Deep Learning Predictions of Lake Water Temperature

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

Physics‐Constrained Machine Learning of Evapotranspiration

(2019) Wen Li Zhao et al.   GEOPHYSICAL RESEARCH LETTERS

Machine learning and the physical sciences

(2019) Giuseppe Carleo et al.   REVIEWS OF MODERN PHYSICS

Developing a Long Short-Term Memory (LSTM) based model for predicting water table depth in agricultural areas

(2018) Jianfeng Zhang et al.   JOURNAL OF HYDROLOGY

An efficient soil water balance model based on hybrid numerical and statistical methods

(2018) Wei Mao et al.   JOURNAL OF HYDROLOGY

Prediction of unsaturated flow and water backfill during infiltration in layered soils

(2018) Guotao Cui et al.   JOURNAL OF HYDROLOGY

Inverse Modeling of Hydrologic Systems with Adaptive Multifidelity Markov Chain Monte Carlo Simulations

(2018) Jiangjiang Zhang et al.   WATER RESOURCES RESEARCH

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

(2018) Chaopeng Shen   WATER RESOURCES RESEARCH

Deep convolutional encoder-decoder networks for uncertainty quantification of dynamic multiphase flow in heterogeneous media

(2018) Shaoxing Mo 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

A modified Picard iteration scheme for overcoming numerical difficulties of simulating infiltration into dry soil

(2017) Yuanyuan Zha et al.   JOURNAL OF HYDROLOGY

Soil moisture data as a constraint for groundwater recharge estimation

(2017) Simon A. Mathias et al.   JOURNAL OF HYDROLOGY

Heat and water transport in soils and across the soil-atmosphere interface: 1. Theory and different model concepts

(2017) Jan Vanderborght et al.   WATER RESOURCES RESEARCH

A Taylor Expansion-Based Adaptive Design Strategy for Global Surrogate Modeling With Applications in Groundwater Modeling

(2017) Shaoxing Mo et al.   WATER RESOURCES RESEARCH

Finite analytic method based on mixed-form Richards’ equation for simulating water flow in vadose zone

(2016) Zaiyong Zhang et al.   JOURNAL OF HYDROLOGY

An overview of current applications, challenges, and future trends in distributed process-based models in hydrology

(2016) Simone Fatichi et al.   JOURNAL OF HYDROLOGY

Real-time multi-step-ahead water level forecasting by recurrent neural networks for urban flood control

(2014) Fi-John Chang et al.   JOURNAL OF HYDROLOGY

Flow of water in porous media with saturation overshoot: A review

(2014) Yunwu Xiong   JOURNAL OF HYDROLOGY

Root-zone soil moisture estimation using data-driven methods

(2014) Kurt C. Kornelsen et al.   WATER RESOURCES RESEARCH

Links Between Root Length Density Profiles and Models of the Root System Architecture

(2012) Loïc Pagès et al.   VADOSE ZONE JOURNAL

Towards a comprehensive assessment of model structural adequacy

(2012) Hoshin V. Gupta et al.   WATER RESOURCES RESEARCH

Approximate skew normal distribution

(2010) Samir K. Ashour et al.   Journal of Advanced Research