Prediction of pile bearing capacity using XGBoost algorithm: modeling and performance evaluation

M Amjad, I Ahmad, M Ahmad, P Wróblewski… - Applied Sciences, 2022 - mdpi.com
The major criteria that control pile foundation design is pile bearing capacity (Pu). The load
bearing capacity of piles is affected by the various characteristics of soils and the …

Prediction of pile axial bearing capacity using artificial neural network and random forest

TA Pham, HB Ly, VQ Tran, LV Giap, HLT Vu… - Applied Sciences, 2020 - mdpi.com
Axial bearing capacity of piles is the most important parameter in pile foundation design. In
this paper, artificial neural network (ANN) and random forest (RF) algorithms were utilized to …

Design deep neural network architecture using a genetic algorithm for estimation of pile bearing capacity

TA Pham, VQ Tran, HLT Vu, HB Ly - PLoS One, 2020 - journals.plos.org
Determination of pile bearing capacity is essential in pile foundation design. This study
focused on the use of evolutionary algorithms to optimize Deep Learning Neural Network …

A novel whale optimization algorithm optimized XGBoost regression for estimating bearing capacity of concrete piles

H Nguyen, MT Cao, XL Tran, TH Tran… - Neural Computing and …, 2023 - Springer
This paper presents a hybrid model combining the extreme gradient boosting machine
(XGBoost) and the whale optimization algorithm (WOA) to predict the bearing capacity of …

CPT, CPTu and DCPT methods for predicting the ultimate bearing capacity of cast in situ displacement piles in silty soils

L Leetsaar, L Korkiala-Tanttu, J Kurnitski - Geotechnical and Geological …, 2023 - Springer
Determining the load-bearing capacity of piles using the results of in situ tests is one of the
most widely used methods. The objective of this study is to examine suitable cone …

[PDF][PDF] Estimation of load-bearing capacity of bored piles using machine learning models

PB Thai, DD Nguyen, QAB Thi… - Vietnam journal of …, 2022 - researchgate.net
The ultimate bearing capacity of bored piles is an essential parameter in foundation design
of structure. In the present study, three Machine Learning (ML) methods namely Adaptive …

Prediction of ultimate bearing capacity of pile foundation based on two optimization algorithm models

J Ren, X Sun - Buildings, 2023 - mdpi.com
The determination of the bearing capacity of pile foundations is very important for their
design. Due to the high uncertainty of various factors between the pile and the soil, many …

Application of ensemble learning using weight voting protocol in the prediction of pile bearing capacity

TA Pham, HLT Vu - Mathematical Problems in Engineering, 2021 - Wiley Online Library
Accurate prediction of pile bearing capacity is an important part of foundation engineering.
Notably, the determination of pile bearing capacity through an in situ load test is costly and …

A novel approach proposal for estimation of ultimate pile bearing capacity based on pile loading test data

İ Vural, H Kabaca, S Poyraz - Applied Sciences, 2023 - mdpi.com
Determining the ultimate bearing capacity of piled foundations has been one of the most
important problems in geotechnical engineering. It has been observed that the pile loading …

Improving the estimation of the pile bearing capacity via hybridization technique based on adaptive network based fuzzy inference

L Gang - Journal of Ambient Intelligence and Humanized …, 2024 - Springer
Improving the estimation of pile bearing capacity (P u) via the use of artificial intelligence (AI)
methods and field experiment data becomes an extremely important and complex …