<abstract xmlns="http://www.w3.org/1999/xhtml">

<p>Ensemble tree machine learning models have proved useful for solving poorly understood and complex problems. This paper aims to calibrate the Eurocode 2 creep model by inserting a correction coefficient to the model. The correction coefficient is calculated using ensemble tree (bagging and boosting) models. The results showed that the insertion of the correction coefficient obtained by both the bagging and boosting models into the Eurocode 2 model led to significantly higher prediction accuracy. These approaches may lead to a better performance prediction, thereby reducing the effect of the time-dependent deformation on concrete structures.</p>
</abstract>

Ensemble tree machine learning models have proved useful for solving poorly understood and complex problems. This paper aims to calibrate the Eurocode 2 creep model by inserting a correction coefficient to the model. The correction coefficient is calculated using ensemble tree (bagging and boosting) models. The results showed that the insertion of the correction coefficient obtained by both the bagging and boosting models into the Eurocode 2 model led to significantly higher prediction accuracy. These approaches may lead to a better performance prediction, thereby reducing the effect of the time-dependent deformation on concrete structures.

Ensemble Tree Machine Learning Models for Improvement of Eurocode 2 Creep Model Prediction

Civil and Environmental Engineering

This work is licensed under the Creative Commons Attribution 4.0 International License.

Ensemble tree machine learning models have proved useful for solving poorly understood and complex problems. This paper aims to calibrate the Eurocode 2 creep...

Ensemble Tree Machine Learning Models for Improvement of Eurocode 2 Creep Model Prediction

Published Online: Jun 29, 2022

Page range: 174 - 184

DOI: https://doi.org/10.2478/cee-2022-0016

Keywords
Ensemble tree, Bagging, Boosting, Creep, Eurocode 2

© 2022 Hikmat Daou et al., published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Ensemble Tree Machine Learning Models for Improvement of Eurocode 2 Creep Model Prediction

Published Online: Jun 29, 2022

Page range: 174 - 184

DOI: https://doi.org/10.2478/cee-2022-0016

KeywordsEnsemble tree, Bagging, Boosting, Creep, Eurocode 2

© 2022 Hikmat Daou et al., published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Keywords
Ensemble tree, Bagging, Boosting, Creep, Eurocode 2