A comparison of physical-based and machine learning modeling for soil salt dynamics in crop fields

Using support vector machine to deal with the missing of solar radiation data in daily reference evapotranspiration estimation in China

(2022) Shang Chen et al.   AGRICULTURAL AND FOREST METEOROLOGY

Simulating root length density dynamics of sunflower in saline soils based on machine learning

(2022) Lifeng Wu et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Simulation and optimization coupling model for soil salinization and waterlogging control in the Urad irrigation area, North China

(2022) Yunquan Zhang et al.   JOURNAL OF HYDROLOGY

Simulation of dew point temperature in different time scales based on grasshopper algorithm optimized extreme gradient boosting

(2022) Jianhua Dong et al.   JOURNAL OF HYDROLOGY

Groundwater recharge assessment and long-term simulation for managing the threat of salinization of irrigated lands

(2022) Ajay Singh   JOURNAL OF HYDROLOGY

Optimizing drip irrigation with alternate use of fresh and brackish waters by analyzing salt stress: The experimental and simulation approaches

(2022) Yuehong Zhang et al.   SOIL & TILLAGE RESEARCH

A comparison of a gradient boosting decision tree, random forests, and artificial neural networks to model urban land use changes: the case of the Seoul metropolitan area

(2021) Myung-Jin Jun   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Mapping soil salinity using a combined spectral and topographical indices with artificial neural network

(2021) Vahid Habibi et al.   PLoS One

Evaluating the impacts of saline water irrigation on soil water-salt and summer maize yield in subsurface drainage condition using coupled HYDRUS and EPIC model

(2021) Genxiang Feng et al.   AGRICULTURAL WATER MANAGEMENT

Application of upscaling methods for fluid flow and mass transport in multi-scale heterogeneous media: A critical review

(2021) Xiaoying Zhang et al.   APPLIED ENERGY

Strategy of subsurface pipe drainage system to alleviate soil salinization based on the DRAINMOD model *

(2021) Yi Liu et al.   IRRIGATION AND DRAINAGE

Sensitivity analysis of the SWAP (Soil-Water-Atmosphere-Plant) model under different nitrogen applications and root distributions in saline soils

(2021) Guoqing LEI et al.   PEDOSPHERE

Global predictions of primary soil salinization under changing climate in the 21st century

(2021) Amirhossein Hassani et al.   Nature Communications

Comparison of the use of a physical-based model with data assimilation and machine learning methods for simulating soil water dynamics

(2020) Peijun Li et al.   JOURNAL OF HYDROLOGY

Improving surface roughness lengths estimation using machine learning algorithms

(2020) Xiaolong Hu et al.   AGRICULTURAL AND FOREST METEOROLOGY

Estimation of daily maize transpiration using support vector machines, extreme gradient boosting, artificial and deep neural networks models

(2020) Junliang Fan et al.   AGRICULTURAL WATER MANAGEMENT

Comparison of gradient boosted decision trees and random forest for groundwater potential mapping in Dholpur (Rajasthan), India

(2020) Shruti Sachdeva et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Estimation of soil salt content using machine learning techniques based on remote-sensing fractional derivatives, a case study in the Ebinur Lake Wetland National Nature Reserve, Northwest China

(2020) Zheng Wang et al.   ECOLOGICAL INDICATORS

Predicting long-term dynamics of soil salinity and sodicity on a global scale

(2020) Amirhossein Hassani et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Temporal soil salinity modeling using SaltMod model in the west side of Urmia hyper saline Lake, Iran

(2019) Edith Eishoeei et al.   CATENA

A Comparison of Random Forest Variable Selection Methods for Classification Prediction Modeling

(2019) Jaime Lynn Speiser et al.   EXPERT SYSTEMS WITH APPLICATIONS

Review of numerical solution of Richardson-Richards equation for variably saturated flow in soils

(2019) Yuanyuan Zha et al.   Wiley Interdisciplinary Reviews-Water

A Review of Soil-Improving Cropping Systems for Soil Salinization

(2019) Julián Cuevas et al.   Agronomy-Basel

Global mapping of soil salinity change

(2019) Konstantin Ivushkin et al.   REMOTE SENSING OF ENVIRONMENT

Performance Comparison of Machine Learning Algorithms for Estimating the Soil Salinity of Salt-Affected Soil Using Field Spectral Data

(2019) Wang et al.   Remote Sensing

Development and application of long-term root zone salt balance model for predicting soil salinity in arid shallow water table area

(2018) Guanfang Sun et al.   AGRICULTURAL WATER MANAGEMENT

Spatial variability of hydraulic conductivity and solute transport parameters and their spatial correlations to soil properties

(2018) Vanessa A. Godoy et al.   GEODERMA

Spatial variation in the solute transport attributes of adjacent Typic Haplusteps, Mollic Ustifluvents, and Lithic Ustipsamments

(2017) Sabit Erşahin et al.   GEODERMA

Landslide susceptibility mapping using random forest and boosted tree models in Pyeong-Chang, Korea

(2017) Jeong-Cheol Kim et al.   Geocarto International

Modeling daily soil salinity dynamics in response to agricultural and environmental changes in coastal Bangladesh

(2017) Andrés Payo et al.   Earths Future

Soil Salinity: A Threat to Global Food Security

(2016) Kirsten Butcher et al.   AGRONOMY JOURNAL

Sunflower seed yield estimation under the interaction of soil salinity and nitrogen application

(2016) Wenzhi Zeng et al.   FIELD CROPS RESEARCH

A comparison of numerical and machine-learning modeling of soil water content with limited input data

(2016) Fatemeh Karandish et al.   JOURNAL OF HYDROLOGY

Temporal variability of surface soil hydraulic properties under various tillage systems

(2016) G. Kargas et al.   SOIL & TILLAGE RESEARCH

A random forest guided tour

(2016) Gérard Biau et al.   TEST

A random forest guided tour

(2016) Gérard Biau et al.   TEST

Simulation of salt dynamics in the root zone and yield of wheat crop under irrigated saline regimes using SWAP model

(2015) P. Kumar et al.   AGRICULTURAL WATER MANAGEMENT

Impact of the numbers of observations and calibration parameters on equifinality, model performance, and output and parameter uncertainty

(2015) Younggu Her et al.   HYDROLOGICAL PROCESSES

Deep learning

(2015) Yann LeCun et al.   NATURE

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

Economics of salt-induced land degradation and restoration

(2014) M. Qadir et al.   NATURAL RESOURCES FORUM

Numerical Aspects of the Convection–Dispersion Equation

(2014) K. Kamalyar et al.   PETROLEUM SCIENCE AND TECHNOLOGY

Gradient boosting machines, a tutorial

(2013) Alexey Natekin et al.   Frontiers in Neurorobotics

SALTIRSOIL: a simulation model for the mid to long-term prediction of soil salinity in irrigated agriculture

(2011) F. Visconti et al.   SOIL USE AND MANAGEMENT

Artificial neural network and time series models for predicting soil salt and water content

(2010) Ping Zou et al.   AGRICULTURAL WATER MANAGEMENT

Development and application of a conceptual hydrologic model to predict soil salinity within modern Tunisian oases

(2009) Brahim Askri et al.   JOURNAL OF HYDROLOGY