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Full-Text Articles in Life Sciences
Machine Learning For Predicting Soil Classes In Three Semi-Arid Landscapes, Colby W. Brungard, Janis L. Boettinger, Michael C. Duniway, Skye A. Wills, Thomas C. Edwards Jr.
Machine Learning For Predicting Soil Classes In Three Semi-Arid Landscapes, Colby W. Brungard, Janis L. Boettinger, Michael C. Duniway, Skye A. Wills, Thomas C. Edwards Jr.
Plants, Soils, and Climate Faculty Publications
Mapping the spatial distribution of soil taxonomic classes is important for informing soil use and management decisions. Digital soil mapping (DSM) can quantitatively predict the spatial distribution of soil taxonomic classes. Key components of DSM are the method and the set of environmental covariates used to predict soil classes. Machine learning is a general term for a broad set of statistical modeling techniques. Many different machine learning models have been applied in the literature and there are different approaches for selecting covariates for DSM. However, there is little guidance as to which, if any, machine learning model and covariate set …
Column-Scale Unsaturated Hydraulic Conductivity Estimates In Coarse-Textured Homogeneous And Layered Soils Derived Under Steady-State Evaporation From A Water Table, Morteza Sadeghi, Markus Tuller, Mohammed R. Gohardoust, Scott B. Jones
Column-Scale Unsaturated Hydraulic Conductivity Estimates In Coarse-Textured Homogeneous And Layered Soils Derived Under Steady-State Evaporation From A Water Table, Morteza Sadeghi, Markus Tuller, Mohammed R. Gohardoust, Scott B. Jones
Plants, Soils, and Climate Faculty Publications
Steady-state evaporation from a water table has been extensively studied for both homogeneous and layered porous media. For layered media it is of interest to find an equivalent homogeneous medium and define ‘‘effective’’ hydraulic properties. In this paper a new solution for steady-state evaporation from coarse-textured porous media is presented. Based on this solution, the evaporation rate represents a macroscopic (column-scale) measure of unsaturated hydraulic conductivity at the pressure head equal to the maximum extent of the hydraulically connected region above the water table. The presented approach offers an alternative method for determination of unsaturated hydraulic conductivity of homogeneous coarse-textured …