Evaluation of multiple linear regression and machine learning approaches to predict soil compaction and shear stress based on electrical parameters
K Pentoś, JT Mbah, K Pieczarka, G Niedbała… - Applied Sciences, 2022 - mdpi.com
This study investigated the relationships between the electrical and selected mechanical
properties of soil. The analyses focused on comparing various modeling relationships under …
properties of soil. The analyses focused on comparing various modeling relationships under …
Surrogate models to predict maximum dry unit weight, optimum moisture content and California bearing ratio form grain size distribution curve
S Alzabeebee, SA Mohamad… - Road Materials and …, 2022 - Taylor & Francis
This study evaluates the applicability of using a robust, novel, data-driven method in
proposing surrogate models to predict the maximum dry unit weight, optimum moisture …
proposing surrogate models to predict the maximum dry unit weight, optimum moisture …
Prediction of the single pile seismic deflection by using FEM and ANN
A Namdar, O Mughieda, Y Liu, Y Deyu, Y Dong… - Geotechnical and …, 2024 - Springer
A failure prediction assessment is generally required to enhance infrastructural seismic
design. This study used Artificial Neural Networks (ANN) and the Finite Element Method …
design. This study used Artificial Neural Networks (ANN) and the Finite Element Method …
Utilizing multivariable mathematical models to predict maximum dry density and optimum moisture content from physical soil properties
HF Hama Ali - Multiscale and Multidisciplinary Modeling, Experiments …, 2023 - Springer
Compacting soil is crucial in almost every earthwork project to achieve the densest possible
state. The compaction characteristics of soil, such as Optimum Moisture Content (OMC) and …
state. The compaction characteristics of soil, such as Optimum Moisture Content (OMC) and …
Shrinkage limit multi-AI-based predictive models for sustainable utilization of activated rice husk ash for treating expansive pavement subgrade
KC Onyelowe, AM Ebid, LI Nwobia… - Transportation …, 2022 - Springer
Swell-shrink phenomenon experienced by foundation soils like the subgrade layer is a
major cause of failures in pavement facilities. This phenomenon is fundamentally caused by …
major cause of failures in pavement facilities. This phenomenon is fundamentally caused by …
An XGBOOST predictive model of void ratio in sandy soils with shear-wave velocity as major input
Y Huang, Y Wang, P Wang, Y Lai - Transportation Geotechnics, 2023 - Elsevier
Void ratio is a critical soil characteristic directly describing the degree of sand compaction.
Though several empirical models for void ratio prediction were available in the literature, the …
Though several empirical models for void ratio prediction were available in the literature, the …
Crack simulation for the cover of the landfill–A seismic design
A Namdar, M Karimpour-Fard, O Mughieda… - Frattura ed Integrità …, 2023 - fracturae.com
The stability of the landfill is an environmental issue. The collapse of the landfill causes
environmental pollution and influences human life. In the present study, the crack on the …
environmental pollution and influences human life. In the present study, the crack on the …
A hybrid multi-step sensitivity-driven evolutionary polynomial regression enables robust model structure selection
Abstract Evolutionary Polynomial Regression (EPR) has found widespread application and
use for model structure development in engineering and science. This hybrid evolutionary …
use for model structure development in engineering and science. This hybrid evolutionary …
[HTML][HTML] Micro-destructive assessment of subgrade compaction quality using ultrasonic pulse velocity
X Wang, X Dong, X Li, J Zhang, G Ma, J Li - Journal of Rock Mechanics …, 2024 - Elsevier
The ultrasonic pulse velocity (UPV) correlates significantly with the density and pore size of
subgrade filling materials. This research conducts numerous Proctor and UPV tests to …
subgrade filling materials. This research conducts numerous Proctor and UPV tests to …
Predicting the maximum dry density and optimum moisture content from soil index properties using efficient soft computing techniques
This study aims to achieve the densest possible state of soil for constructing dams and
roads. This requires assessing the compaction characteristics, Optimum Moisture Content …
roads. This requires assessing the compaction characteristics, Optimum Moisture Content …