Advanced mathematical models to predict the compaction properties of coarse-grained soils from various physical properties

M Omar, A Shanableh, M Arab, K Hamad… - Geotechnical and …, 2018 - Springer
An essential task in the process of construction is the determination of compaction properties
of soils. Many years of laboratory test experience strengthen our belief in the existence of …

Multi-layer perceptron (MLP) neural network for predicting the modified compaction parameters of coarse-grained and fine-grained soils

G Verma, B Kumar - Innovative Infrastructure Solutions, 2022 - Springer
The present study focused on developing the multi-layer perceptron neural network
prediction model for the modified compaction parameters of coarse-grained and fine …

[HTML][HTML] Advanced mathematical models and their comparison to predict compaction properties of fine-grained soils from various physical properties

M Omar, A Shanableh, O Mughieda, M Arab… - Soils and …, 2018 - Elsevier
In geotechnical engineering, soil compaction is the practice in which a stress applied to a
soil causes densification as air is displaced from the pores between the soil grains. Soil …

[HTML][HTML] Prediction of compaction parameters for fine-grained soil: Critical comparison of the deep learning and standalone models

J Khatti, KS Grover - Journal of Rock Mechanics and Geotechnical …, 2023 - Elsevier
A comparison between deep learning and standalone models in predicting the compaction
parameters of soil is presented in this research. One hundred and ninety and fifty-three soil …

[PDF][PDF] Estimating compaction parameters of marl soils using multi-layer perceptron neural networks

A Majidi, G Lashgaripour, Z Shoaie… - J Balkan Tribol …, 2014 - academia.edu
The compaction parameters of fine-grained soils, maximum dry density (MDD) and optimum
moisture content (OMC) are fundamental data required for the design, construction and …

Assessment of fine-grained soil compaction parameters using advanced soft computing techniques

J Khatti, KS Grover - Arabian Journal of Geosciences, 2023 - Springer
The compaction parameters are the most important parameters for any civil engineering
project. In this work, the sand content, fine content, liquid limit, plastic limit, and plasticity …

Prediction of Soil Compaction Parameters Using Machine Learning Models

B Li, Z You, K Ni, Y Wang - Applied Sciences, 2024 - mdpi.com
Simple Summary The research of this paper can be applied in the compaction parameter
prediction of soil-filling materials, which can significantly reduce the amount of laboratory …

Compaction characteristics of granular soils in United Arab Emirates

M Omar, A Shanableh, A Basma, S Barakat - Geotechnical & Geological …, 2003 - Springer
Most of the topsoils encountered in United Arab Emirates and in the Arabian Peninsula are
granular soils with small percentages of silt and clay. Determination of the compaction …

[PDF][PDF] Prediction of soil's compaction parameter using artificial neural network

RZ Al-saffar, SI Khattab - Al-Rafidain Engineering Journal (AREJ), 2013 - iasj.net
This research tackles the feasibility of using Artificial Neural Networks to capture nonlinear
interactions between various soil parameters. In this study an attempt was conducted to …

Evaluation of compactive parameters of soil using machine learning

J Khatti, KS Grover - Indian Geotechnical Conference, 2021 - Springer
The artificial intelligence is a revolutionary technology applied in many fields, and these
fields are medical science, space science, and engineering. Artificial intelligence has two …