Using Machine Learning for Prediction of Saturated Hydraulic Conductivity and Its Sensitivity to Soil Structural Perturbations

POLARIS soil properties: 30‐meter probabilistic maps of soil properties over the contiguous United States

(2019) Nathaniel W. Chaney et al.   WATER RESOURCES RESEARCH

Estimation of the soil water retention curve using penetration resistance curve models

(2018) Hossein Bayat et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Effect of soil tillage and vegetal cover on soil water infiltration

(2018) Wilk Sampaio de Almeida et al.   SOIL & TILLAGE RESEARCH

Spatio-temporal variability in physical properties of different textured soils under similar management and semi-arid climatic conditions

(2018) Ekrem Lutfi Aksakal et al.   CATENA

A High-Resolution Global Map of Soil Hydraulic Properties Produced by a Hierarchical Parameterization of a Physically Based Water Retention Model

(2018) Yonggen Zhang et al.   WATER RESOURCES RESEARCH

Weighted recalibration of the Rosetta pedotransfer model with improved estimates of hydraulic parameter distributions and summary statistics (Rosetta3)

(2017) Yonggen Zhang et al.   JOURNAL OF HYDROLOGY

Pedotransfer Functions in Earth System Science: Challenges and Perspectives

(2017) Kris Van Looy et al.   REVIEWS OF GEOPHYSICS

SoilGrids250m: Global gridded soil information based on machine learning

(2017) Tomislav Hengl et al.   PLoS One

Relationship between soil structure and water retention properties in a residual compacted soil

(2016) Ivan Fernando Otalvaro et al.   ENGINEERING GEOLOGY

Enhanced pedotransfer functions with support vector machines to predict water retention of calcareous soil

(2016) M. Khlosi et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Pedotransfer Functions for Estimating Soil Hydraulic Properties: A Review

(2016) Nitin Gorakh PATIL et al.   PEDOSPHERE

Uncertainty in soil data can outweigh climate impact signals in global crop yield simulations

(2016) Christian Folberth et al.   Nature Communications

Using boosted regression trees to explore key factors controlling saturated and near-saturated hydraulic conductivity

(2015) H. Jorda et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Sample dimensions effect on prediction of soil water retention curve and saturated hydraulic conductivity

(2015) Behzad Ghanbarian et al.   JOURNAL OF HYDROLOGY

Impact of regression methods on improved effects of soil structure on soil water retention estimates

(2015) Phuong Minh Nguyen et al.   JOURNAL OF HYDROLOGY

Saturated Hydraulic Conductivity of US Soils Grouped According to Textural Class and Bulk Density

(2015) Yakov Pachepsky et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

A study on the effect of compaction on transport properties of soil gas and water I: Relative gas diffusivity, air permeability, and saturated hydraulic conductivity

(2014) P.H. Kuncoro et al.   SOIL & TILLAGE RESEARCH

Combination of artificial neural networks and fractal theory to predict soil water retention curve

(2013) Hossein Bayat et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

What determines the strength of preferential transport in undisturbed soil under steady-state flow?

(2013) John Koestel et al.   GEODERMA

Improving water content estimations using penetration resistance and principal component analysis

(2013) Hossein Bayat et al.   SOIL & TILLAGE RESEARCH

Conceptual and Parametric Representation of Soil Hydraulic Properties: A Review

(2013) Shmuel Assouline et al.   VADOSE ZONE JOURNAL

Gradient boosting machines, a tutorial

(2013) Alexey Natekin et al.   Frontiers in Neurorobotics

A review of the changes in the soil pore system due to soil deformation: A hydrodynamic perspective

(2011) A. Alaoui et al.   SOIL & TILLAGE RESEARCH

A critical review of the conventional SOC to SOM conversion factor

(2010) Douglas W. Pribyl   GEODERMA

Using Pedotransfer Functions to Estimate the van Genuchten–Mualem Soil Hydraulic Properties: A Review

(2010) H. Vereecken et al.   VADOSE ZONE JOURNAL

How to evaluate models: Observed vs. predicted or predicted vs. observed?

(2008) Gervasio Piñeiro et al.   ECOLOGICAL MODELLING

Complexed organic matter controls soil physical properties

(2008) A.R. Dexter et al.   GEODERMA

A working guide to boosted regression trees

(2008) J. Elith et al.   JOURNAL OF ANIMAL ECOLOGY

Hydraulic properties of soil aggregates as influenced by compaction

(2008) J. Lipiec et al.   SOIL & TILLAGE RESEARCH

Software to estimate −33 and −1500kPa soil water retention using the non-parametric k-Nearest Neighbor technique

(2007) A. Nemes et al.   ENVIRONMENTAL MODELLING & SOFTWARE