Influence of data splitting on performance of machine learning models in prediction of shear strength of soil

QH Nguyen, HB Ly, LS Ho, N Al-Ansari… - Mathematical …, 2021 - Wiley Online Library
The main objective of this study is to evaluate and compare the performance of different
machine learning (ML) algorithms, namely, Artificial Neural Network (ANN), Extreme …

Critical review on the parameters influencing soil-water characteristic curve

C Malaya, S Sreedeep - Journal of Irrigation and Drainage …, 2012 - ascelibrary.org
The knowledge of unsaturated soil is indispensable for several hydrological and
geoenvironmental problems such as permeation of water through vadoze zone, ground …

A model to predict the water retention curve from basic geotechnical properties

M Aubertin, M Mbonimpa, B Bussière… - Canadian …, 2003 - cdnsciencepub.com
The water retention curve (WRC) has become a key material function to define the
unsaturated behavior of soils and other particulate media. In many instances, it can be …

Unsaturated soil mechanics in rainfall-induced flow landslides

G Sorbino, MV Nicotera - Engineering Geology, 2013 - Elsevier
Rainfall-induced flow landslides in coarse-grained soils pose significant threats to
populations and structures due to their high velocities, long travel distance and the absence …

Shear strength equations for unsaturated soil under drying and wetting

GS Guan, H Rahardjo, LE Choon - Journal of Geotechnical and …, 2010 - ascelibrary.org
Shear strength of unsaturated soil is an important engineering property in various
geotechnical designs. In response to varying climatic conditions, unsaturated soil behaves …

Capillary water retention curve and shear strength of unsaturated soils

A Zhou, R Huang, D Sheng - Canadian Geotechnical Journal, 2016 - cdnsciencepub.com
This paper proposes a new water retention model for unsaturated soils, which takes into
account capillary condensation of adsorbed water. In this model, the degree of saturation of …

Stiffness and shear strength of unsaturated soils in relation to soil-water characteristic curve

Z Han, SK Vanapalli - Géotechnique, 2016 - icevirtuallibrary.com
This paper introduces a methodology to predict the non-linear stiffness–suction and shear
strength–suction relationships for unsaturated soils within the lower suction range from the …

Shear strength criteria for unsaturated soils

D Sheng, A Zhou, DG Fredlund - Geotechnical and Geological …, 2011 - Springer
Shear strength is one of the fundamental properties of unsaturated soils. It has been found to
change with matric suction. Various shear strength equations have been proposed for …

Effect of stress state on the unsaturated shear strength of a weathered granite

IM Lee, SG Sung, GC Cho - Canadian Geotechnical Journal, 2005 - cdnsciencepub.com
The effect of stress state on the unsaturated shear strength of a Korean residual soil was
studied using modified triaxial tests. Experimental results show that the soil-water …

Evaluation of empirical procedures for predicting the shear strength of unsaturated soils

EA Garven, SK Vanapalli - Unsaturated Soils 2006, 2006 - ascelibrary.org
This paper provides a summary of nineteen empirical procedures or techniques that are
available for predicting or estimating the shear strength of unsaturated soils. While six of …