Abstract
Contact and support
Need help, have a question, or want to contact the ResearchHub team?
© 2026 ResearchHub. Built for responsible scholarly connection.
刘全儒, Zongzhi Wang, Ying Bai, Wenhua Wan, Liang Cheng, Huihua Du, Wenqi Wang, Yao Zhenzhu, Qi Ding
Abstract
Authors
Institutions
No local reference links have been materialized yet.
No local citing links have been materialized yet.
Evaluating time series forecasting models: an empirical study on performance estimation methods
10.1007/s10994-020-05910-7 · 2020
Spatial prediction of temporal soil moisture dynamics using HYDRUS-1D
10.1002/hyp.9518 · 2014
Differential irrigation scheduling by an automated algorithm of water balance tuned by capacitance-type soil moisture sensors
10.1016/j.agwat.2019.105880 · 2020
Short term soil moisture forecasts for potato crop farming: a machine learning approach
10.1016/j.compag.2020.105902 · 2021
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
Evaluating the potential and challenges of an uncertainty quantification method for long short-term memory models for soil moisture predictions
10.1029/2020wr028095 · 2020
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
Regional soil moisture prediction system based on long short-term memory network
10.1016/j.biosystemseng.2021.11.019 · 2022
Provenance
crossref
Confidence 100%
ror
Confidence 99%
ror
Confidence 99%
openalex
Confidence 95%
datacite
Confidence 0%
Persistence and memory timescales in root-zone soil moisture dynamics
10.1002/2015wr017983 · 2016
Why Do Tree-Based Models Still Outperform Deep Learning on Typical Tabular Data?
2022
Physics-constrained Gaussian process regression for soil moisture dynamics
10.1016/j.jhydrol.2022.128779 · 2023
Advancing hydrological modeling through multivariate calibration of multi-layer soil moisture dynamics
2025
Theory-guided data science: a new paradigm for scientific discovery from data
10.1109/tkde.2017.2720168 · 2017
LightGBM: A Highly Efficient Gradient Boosting Decision Tree
2017
Soil moisture memory in climate models
10.1175/1525-7541(2001)002<0558:smmicm>2.0.co;2 · 2001
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
Problems with Shapley-value-based explanations as feature importance measures
2020
Combining physical models and machine learning for enhanced soil moisture estimation
10.1016/j.compag.2026.111480 · 2026
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
Spatiotemporal simulation of soil moisture in typical ecosystems of northern china: a methodological exploration using HYDRUS-1D
10.3390/agronomy15081973 · 2025
Impact of soil hydraulic parameter uncertainty on soil moisture modeling
10.1029/2010wr009204 · 2011
From local explanations to global understanding with explainable AI for trees
10.1038/s42256-019-0138-9 · 2020
A unified approach to interpreting model predictions
2017
Prediction of unsaturated zone soil moisture using an LSTM model driven by a physics-based model
10.1016/j.agwat.2025.109863 · 2025
What role does hydrological science play in the age of machine learning?
10.1029/2020wr028091 · 2021
Analysis of soil moisture memory from observations in Europe
10.1029/2011jd017366 · 2012
Soil moisture memory: state-of-the-art and the way forward
10.1029/2023rg000828 · 2024
Cross-validation strategies for data with temporal, spatial, hierarchical, or phylogenetic structure
10.1111/ecog.02881 · 2017
Investigating soil moisture–climate interactions in a changing climate: a review
10.1016/j.earscirev.2010.02.004 · 2010
Differentiable modelling to unify machine learning and physical models for geosciences
10.1038/s43017-023-00450-9 · 2023
The HYDRUS-1D Software Package for Simulating the One-Dimensional Movement of Water, Heat, and Multiple Solutes in Variably-Saturated Media
2008
Hybrid forecasting: blending climate predictions with AI models
10.5194/hess-27-1865-2023 · 2023
A closed-form equation for predicting the hydraulic conductivity of unsaturated soils
10.2136/sssaj1980.03615995004400050002x · 1980
Soil hydrology in the Earth system
10.1038/s43017-022-00324-6 · 2022
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
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
A comprehensive study of deep learning for soil moisture prediction
10.5194/hess-28-917-2024 · 2024
Integrating scientific knowledge with machine learning for engineering and environmental systems
2022
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
Influence of converting forestland to tea plantation on soil preferential flow occurrence in subtropical hillslopes of Three Gorges Reservoir Area, China
2025
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 · 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 · 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 · doi-reference
Soil moisture dynamics and rainfall infiltration across vegetation types in subtropical ecosystems in Southwest China
10.1016/j.catena.2025.109693 · 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 · doi-reference