Prediction of SPT value based on CPT data and soil properties using ANN with and without normalization

H Fernando, SA Nugroho, R Suryanita… - International Journal of …, 2021 - ijair.id
The mechanical properties of soil and rock in general have significant non-linearity, this is
due to the very complex composition of soil and rock [1]. Therefore, conventional methods in …

[HTML][HTML] Shear Wave Velocity Prediction with Hyperparameter Optimization

G Bekdaş, Y Aydın, U Işıkdağ, SM Nigdeli, D Hajebi… - Information, 2025 - mdpi.com
Shear wave velocity (Vs) is an important soil parameter to be known for earthquake-resistant
structural design and an important parameter for determining the dynamic properties of soils …

Machine Learning–Based Organic Soil Classification Using Cone Penetrometer Tests

HO Ulloa, A Ramirez, NH Jafari… - … of Geotechnical and …, 2024 - ascelibrary.org
Soil classification methods currently rely on soil borings or cone/piezocone penetrometer
tests (CPT/CPTu). Literature provides several methods that classify soils based on two …

[PDF][PDF] Evaluation of the unit weight of organic soils from a CPTM using an Artificial Neural Networks

G Straż, A Borowiec - Archives of Civil Engineering, 2021 - bibliotekanauki.pl
This paper discusses the use of mechanical cone penetration test CPTM for estimating the
soil unit weight of selected organic soils in Rzeszow site, Poland. A search was made for …

Evaluation of Predictive Models for Mechanical Properties of Earth-Based Composites for Sustainable Building Applications

II Obianyo, AP Onwualu, AA Mahamat - New Advances in Soft Computing …, 2024 - Springer
Increase in human population have placed a high demand on civil engineering projects
leading to high cost of conventional building composites. Adequate utilization of earth-based …

A practical approach for soil unit weight estimation using artificial neural networks

HP Nierwinski, RJ Pfitscher, BS Barra… - Journal of South …, 2023 - Elsevier
The soil unit weight is a relevant geotechnical and geological parameter in interpreting field
tests, estimating parameters, and developing designs. The most precise way to estimate the …

[PDF][PDF] The effect of methodology on determining the liquid limits values of selected organic soils

G Straż - Archives of Civil Engineering, 2022 - journals.pan.pl
This paper discusses the use of the Casagrande Cup and Cone Penetrometer Methods for
determining the liquid limit of selected organic soils in in the south-eastern region of Poland …

[HTML][HTML] The Use of a Laser Diffractometer to Analyze the Particle Size Distribution of Selected Organic Soils

G Straż, M Szostek - Applied Sciences, 2024 - mdpi.com
This study was conducted to verify the usefulness of the laser diffractometer method for
determining the particle size distribution of selected organic soils from the Podkarpacie …

[PDF][PDF] Estimation of standard penetration test value on cohesive soil using artificial neural network without data normalization

SA Nugroho, H Fernando, R Suryanita - Int. J. Artif. Intell. ISSN, 2022 - academia.edu
Artificial neural networks (ANNs) are often used recently by researchers to solve complex
and nonlinear problems. Standard penetration test (SPT) and cone penetration test (CPT) …

[PDF][PDF] The use of a laser diffractometer to analyse the particle size distribution of selected organic soils

G Straż - Archives of Civil Engineering, 2023 - journals.pan.pl
This paper deals with the problem of determining the particle size distribution of selected
organic soils from the vicinity of Rzeszów (Poland), using a laser diffractometer method, the …