Pedotransfer functions in Earth system science: Challenges and perspectives
Soil, through its various functions, plays a vital role in the Earth's ecosystems and provides
multiple ecosystem services to humanity. Pedotransfer functions (PTFs) are simple to …
multiple ecosystem services to humanity. Pedotransfer functions (PTFs) are simple to …
Predicting soil properties in the tropics
B Minasny, AE Hartemink - Earth-Science Reviews, 2011 - Elsevier
It is practically impossible to measure soil properties continuously at each location across
the globe. Therefore, it is necessary to have robust systems that can predict soil properties at …
the globe. Therefore, it is necessary to have robust systems that can predict soil properties at …
Development and application of modeling techniques to estimate the unsaturated hydraulic conductivity
The knowledge of the unsaturated hydraulic conductivity (K) is very essential for the various
fields of water resources, irrigation, and hydrology. It is also important to know the …
fields of water resources, irrigation, and hydrology. It is also important to know the …
Random forest, M5P and regression analysis to estimate the field unsaturated hydraulic conductivity
Hydraulic conductivity of soil reveals its influencing role in the studies related to
management of surface and subsurface flow, eg irrigation and drainage projects, and solute …
management of surface and subsurface flow, eg irrigation and drainage projects, and solute …
Incorporating machine learning models and remote sensing to assess the spatial distribution of saturated hydraulic conductivity in a light-textured soil
Saturated soil hydraulic conductivity (K sat) is a key component in hydrogeology and water
management. This study aimed at evaluating popular tree-based machine learning …
management. This study aimed at evaluating popular tree-based machine learning …
A comparison of Gaussian process and M5P for prediction of soil permeability coefficient
The permeability coefficient (k) of soil is one of the most important parameters affecting soil
characteristics such as shear strength or settlement. Thus, determining soil permeability …
characteristics such as shear strength or settlement. Thus, determining soil permeability …
Predicting the hydraulic conductivity of compacted soil barriers in landfills using machine learning techniques
Abstract Machine learning models (MLMs) were developed to predict saturated hydraulic
conductivity of compacted soil barriers and help to identify appropriate soils for the …
conductivity of compacted soil barriers and help to identify appropriate soils for the …
Using pedotransfer functions to estimate soil hydraulic conductivity in the Loess Plateau of China
C Zhao, M Shao, X Jia, M Nasir, C Zhang - Catena, 2016 - Elsevier
Soil hydraulic conductivity (K s) is a crucial soil physical property that not only influences soil
hydrological processes, but also the planning for vegetation recovery, irrigation practice and …
hydrological processes, but also the planning for vegetation recovery, irrigation practice and …
Multiple AI model integration strategy—application to saturated hydraulic conductivity prediction from easily available soil properties
A multiple model integration scheme driven by artificial neural network (ANN)(MM-ANN) was
developed and tested to improve the prediction accuracy of soil hydraulic conductivity (Ks) in …
developed and tested to improve the prediction accuracy of soil hydraulic conductivity (Ks) in …
Support vector machine and regression analysis to predict the field hydraulic conductivity of sandy soil
MS Elbisy - KSCE Journal of Civil Engineering, 2015 - Springer
Saturated hydraulic conductivity is one of the key parameters in soil physics and
hydrological modeling. This study explores the use of Support Vector Machine (SVM) and a …
hydrological modeling. This study explores the use of Support Vector Machine (SVM) and a …