Research graph
References from Depth-dependent predictive information in monitored soil moisture profiles: Contrasting roles of persistence, forcing, and HYDRUS-derived states. Local targets link to admitted publications; unresolved targets remain external evidence.
Evaluating time series forecasting models: an empirical study on performance estimation methods
10.1007/s10994-020-05910-7 · 2020 · External reference
Spatial prediction of temporal soil moisture dynamics using HYDRUS-1D
10.1002/hyp.9518 · 2014 · External reference
Differential irrigation scheduling by an automated algorithm of water balance tuned by capacitance-type soil moisture sensors
10.1016/j.agwat.2019.105880 · 2020 · External reference
Short term soil moisture forecasts for potato crop farming: a machine learning approach
10.1016/j.compag.2020.105902 · 2021 · External reference
Performance of the HYDRUS-1D model for water balance components assessment of irrigated winter wheat under different water managements in semi-arid region of Morocco
10.1016/j.agwat.2020.106546 · 2021 · External reference
Evaluating the potential and challenges of an uncertainty quantification method for long short-term memory models for soil moisture predictions
10.1029/2020wr028095 · 2020 · External reference
The suitability of differentiable, physics-informed machine learning hydrologic models for ungauged regions and climate change impact assessment
10.5194/hess-27-2357-2023 · 2023 · External reference
Regional soil moisture prediction system based on long short-term memory network
10.1016/j.biosystemseng.2021.11.019 · 2022 · External reference
Persistence and memory timescales in root-zone soil moisture dynamics
10.1002/2015wr017983 · 2016 · External reference
Why Do Tree-Based Models Still Outperform Deep Learning on Typical Tabular Data?
2022 · External reference
Physics-constrained Gaussian process regression for soil moisture dynamics
10.1016/j.jhydrol.2022.128779 · 2023 · External reference
Advancing hydrological modeling through multivariate calibration of multi-layer soil moisture dynamics
2025 · External reference
Theory-guided data science: a new paradigm for scientific discovery from data
10.1109/tkde.2017.2720168 · 2017 · External reference
LightGBM: A Highly Efficient Gradient Boosting Decision Tree
2017 · External reference
Soil moisture memory in climate models
10.1175/1525-7541(2001)002<0558:smmicm>2.0.co;2 · 2001 · External reference
Functional evaluation of different soil hydraulic parametrizations in hydrological simulations reveals different model efficiency for soil moisture and water budget
10.2478/johh-2024-0013 · 2024 · External reference
Problems with Shapley-value-based explanations as feature importance measures
2020 · External reference
Combining physical models and machine learning for enhanced soil moisture estimation
10.1016/j.compag.2026.111480 · 2026 · External reference
Comparison of the use of a physical-based model with data assimilation and machine learning methods for simulating soil water dynamics
10.1016/j.jhydrol.2020.124692 · 2020 · External reference
Spatiotemporal simulation of soil moisture in typical ecosystems of northern china: a methodological exploration using HYDRUS-1D
10.3390/agronomy15081973 · 2025 · External reference
Impact of soil hydraulic parameter uncertainty on soil moisture modeling
10.1029/2010wr009204 · 2011 · External reference
From local explanations to global understanding with explainable AI for trees
10.1038/s42256-019-0138-9 · 2020 · External reference
A unified approach to interpreting model predictions
2017 · External reference
Prediction of unsaturated zone soil moisture using an LSTM model driven by a physics-based model
10.1016/j.agwat.2025.109863 · 2025 · External reference
What role does hydrological science play in the age of machine learning?
10.1029/2020wr028091 · 2021 · External reference
Analysis of soil moisture memory from observations in Europe
10.1029/2011jd017366 · 2012 · External reference
Soil moisture memory: state-of-the-art and the way forward
10.1029/2023rg000828 · 2024 · External reference
Cross-validation strategies for data with temporal, spatial, hierarchical, or phylogenetic structure
10.1111/ecog.02881 · 2017 · External reference
Investigating soil moisture–climate interactions in a changing climate: a review
10.1016/j.earscirev.2010.02.004 · 2010 · External reference
Differentiable modelling to unify machine learning and physical models for geosciences
10.1038/s43017-023-00450-9 · 2023 · External reference
The HYDRUS-1D Software Package for Simulating the One-Dimensional Movement of Water, Heat, and Multiple Solutes in Variably-Saturated Media
2008 · External reference
Hybrid forecasting: blending climate predictions with AI models
10.5194/hess-27-1865-2023 · 2023 · External reference
A closed-form equation for predicting the hydraulic conductivity of unsaturated soils
10.2136/sssaj1980.03615995004400050002x · 1980 · External reference
Soil hydrology in the Earth system
10.1038/s43017-022-00324-6 · 2022 · External reference
Responses of soil moisture in different land cover types to rainfall events in a re-vegetation catchment area of the Loess Plateau, China
10.1016/j.catena.2012.10.006 · 2013 · External reference
Different management strategies exert distinct influences on microclimate of soil and canopy in tea fields through surface-atmosphere interactions
10.1016/j.agwat.2023.108617 · 2024 · External reference
A comprehensive study of deep learning for soil moisture prediction
10.5194/hess-28-917-2024 · 2024 · External reference
Integrating scientific knowledge with machine learning for engineering and environmental systems
2022 · External reference
Time scales of layered soil moisture memory in the context of land–atmosphere interaction
10.1175/1520-0442(2004)017<2752:tsolsm>2.0.co;2 · 2004 · External reference
Influence of converting forestland to tea plantation on soil preferential flow occurrence in subtropical hillslopes of Three Gorges Reservoir Area, China
2025 · External reference
Stratified modeling with layer-adaptive weighted fusion for multi-layer soil moisture prediction in saline arid farmlands
10.1016/j.agwat.2026.110463 · 2026 · External reference
Soil moisture dynamics and rainfall infiltration across vegetation types in subtropical ecosystems in Southwest China
10.1016/j.catena.2025.109693 · 2026 · External reference
A physical process and machine learning combined hydrological model for daily streamflow simulations of large watersheds with limited observation data
10.1016/j.jhydrol.2020.125206 · 2020 · External reference
The important role of reliable land surface model simulation in high-resolution multi-source soil moisture data fusion by machine learning
10.1016/j.jhydrol.2024.130700 · 2024 · External reference
Weighted recalibration of the Rosetta pedotransfer model with improved estimates of hydraulic parameter distributions and summary statistics (Rosetta3)
10.1016/j.jhydrol.2017.01.004 · 2017 · External reference
Persistence and memory timescales in root-zone soil moisture dynamics
10.1002/2015wr017983 · ExternalCitation · doi-reference
Spatial prediction of temporal soil moisture dynamics using HYDRUS-1D
10.1002/hyp.9518 · ExternalCitation · doi-reference
Evaluating time series forecasting models: an empirical study on performance estimation methods
10.1007/s10994-020-05910-7 · ExternalCitation · doi-reference
Differential irrigation scheduling by an automated algorithm of water balance tuned by capacitance-type soil moisture sensors
10.1016/j.agwat.2019.105880 · ExternalCitation · doi-reference
Performance of the HYDRUS-1D model for water balance components assessment of irrigated winter wheat under different water managements in semi-arid region of Morocco
10.1016/j.agwat.2020.106546 · ExternalCitation · doi-reference
Different management strategies exert distinct influences on microclimate of soil and canopy in tea fields through surface-atmosphere interactions
10.1016/j.agwat.2023.108617 · ExternalCitation · doi-reference
Prediction of unsaturated zone soil moisture using an LSTM model driven by a physics-based model
10.1016/j.agwat.2025.109863 · ExternalCitation · doi-reference
Stratified modeling with layer-adaptive weighted fusion for multi-layer soil moisture prediction in saline arid farmlands
10.1016/j.agwat.2026.110463 · ExternalCitation · doi-reference
Regional soil moisture prediction system based on long short-term memory network
10.1016/j.biosystemseng.2021.11.019 · ExternalCitation · doi-reference
Responses of soil moisture in different land cover types to rainfall events in a re-vegetation catchment area of the Loess Plateau, China
10.1016/j.catena.2012.10.006 · ExternalCitation · doi-reference
Soil moisture dynamics and rainfall infiltration across vegetation types in subtropical ecosystems in Southwest China
10.1016/j.catena.2025.109693 · ExternalCitation · doi-reference
Short term soil moisture forecasts for potato crop farming: a machine learning approach
10.1016/j.compag.2020.105902 · ExternalCitation · doi-reference
Combining physical models and machine learning for enhanced soil moisture estimation
10.1016/j.compag.2026.111480 · ExternalCitation · doi-reference
Investigating soil moisture–climate interactions in a changing climate: a review
10.1016/j.earscirev.2010.02.004 · ExternalCitation · doi-reference
Weighted recalibration of the Rosetta pedotransfer model with improved estimates of hydraulic parameter distributions and summary statistics (Rosetta3)
10.1016/j.jhydrol.2017.01.004 · ExternalCitation · doi-reference
Comparison of the use of a physical-based model with data assimilation and machine learning methods for simulating soil water dynamics
10.1016/j.jhydrol.2020.124692 · ExternalCitation · doi-reference
A physical process and machine learning combined hydrological model for daily streamflow simulations of large watersheds with limited observation data
10.1016/j.jhydrol.2020.125206 · ExternalCitation · doi-reference
Physics-constrained Gaussian process regression for soil moisture dynamics
10.1016/j.jhydrol.2022.128779 · ExternalCitation · doi-reference
The important role of reliable land surface model simulation in high-resolution multi-source soil moisture data fusion by machine learning
10.1016/j.jhydrol.2024.130700 · ExternalCitation · doi-reference
Impact of soil hydraulic parameter uncertainty on soil moisture modeling
10.1029/2010wr009204 · ExternalCitation · doi-reference
Analysis of soil moisture memory from observations in Europe
10.1029/2011jd017366 · ExternalCitation · doi-reference
What role does hydrological science play in the age of machine learning?
10.1029/2020wr028091 · ExternalCitation · doi-reference
Evaluating the potential and challenges of an uncertainty quantification method for long short-term memory models for soil moisture predictions
10.1029/2020wr028095 · ExternalCitation · doi-reference
Soil moisture memory: state-of-the-art and the way forward
10.1029/2023rg000828 · ExternalCitation · doi-reference
From local explanations to global understanding with explainable AI for trees
10.1038/s42256-019-0138-9 · ExternalCitation · doi-reference
Soil hydrology in the Earth system
10.1038/s43017-022-00324-6 · ExternalCitation · doi-reference
Differentiable modelling to unify machine learning and physical models for geosciences
10.1038/s43017-023-00450-9 · ExternalCitation · doi-reference
Theory-guided data science: a new paradigm for scientific discovery from data
10.1109/tkde.2017.2720168 · ExternalCitation · doi-reference
Cross-validation strategies for data with temporal, spatial, hierarchical, or phylogenetic structure
10.1111/ecog.02881 · ExternalCitation · doi-reference
Time scales of layered soil moisture memory in the context of land–atmosphere interaction
10.1175/1520-0442(2004)017<2752:tsolsm>2.0.co;2 · ExternalCitation · doi-reference
Soil moisture memory in climate models
10.1175/1525-7541(2001)002<0558:smmicm>2.0.co;2 · ExternalCitation · doi-reference
A closed-form equation for predicting the hydraulic conductivity of unsaturated soils
10.2136/sssaj1980.03615995004400050002x · ExternalCitation · doi-reference
Functional evaluation of different soil hydraulic parametrizations in hydrological simulations reveals different model efficiency for soil moisture and water budget
10.2478/johh-2024-0013 · ExternalCitation · doi-reference
Spatiotemporal simulation of soil moisture in typical ecosystems of northern china: a methodological exploration using HYDRUS-1D
10.3390/agronomy15081973 · ExternalCitation · doi-reference
Hybrid forecasting: blending climate predictions with AI models
10.5194/hess-27-1865-2023 · ExternalCitation · doi-reference
The suitability of differentiable, physics-informed machine learning hydrologic models for ungauged regions and climate change impact assessment
10.5194/hess-27-2357-2023 · ExternalCitation · doi-reference
A comprehensive study of deep learning for soil moisture prediction
10.5194/hess-28-917-2024 · ExternalCitation · doi-reference
