Machine learning–based failure mode recognition of circular reinforced concrete bridge columns: Comparative study

S Mangalathu, JS Jeon - Journal of Structural Engineering, 2019 - ascelibrary.org
… recovery strategies of a bridge after a seismic event. This paper contributes to the critical
need of failure mode prediction for circular reinforced concrete bridge columns by exploring the …

[HTML][HTML] Feature selection approach for failure mode detection of reinforced concrete bridge columns

NM Ali, AIB Farouk, SI Haruna, H Alanazi… - Case Studies in …, 2022 - Elsevier
… Todorov and Muntasir Billah [29] compared different ML methods to analyze the performance
of limit state identification of bridge columns. Performance limit state, which includes …

Failure mode classification and bearing capacity prediction for reinforced concrete columns based on ensemble machine learning algorithm

DC Feng, ZT Liu, XD Wang, ZM Jiang… - Advanced Engineering …, 2020 - Elsevier
… structure/bridge. Normally, there exist three major failure modes (FMs) for RC columns, ie,
flexure failure (FF), shear failure (SF), and flexure-shear failure (FSF). FF is a kind of ductility …

Bayesian theory-based seismic failure modes identification of reinforced concrete columns

Y Ma, D Wang, H Cheng, Y Shi - Journal of Earthquake …, 2022 - Taylor & Francis
… the failure modes of RC columns. Mangalathu and Jeon (Citation2019) explored six machine
learning methods to predict the failure mode for circular reinforced concrete bridge columns

Failure mode identification of column base plate connection using data-driven machine learning techniques

MAB Kabir, AS Hasan, AHMM Billah - Engineering Structures, 2021 - Elsevier
failure of these base plate connections can result in the collapse of the entire structure. The
prediction of failure mode … This study introduces a rapid failure mode identification technique …

Rapid determination method of the seismic failure modes of coastal bridge columns in the whole life cycle

W Yuan, Z Cai, A Guo - Structures, 2020 - Elsevier
… , and submerged zone, coastal bridge columns in marine environment always suffer from …
failure modes and the plastic hinge length is conducted. First, the possible failure modes

The use of vibration data for damage detection in bridges: a comparison of system identification and pattern recognition approaches

N Haritos, JS Owen - Structural Health Monitoring, 2004 - journals.sagepub.com
… against time, but the statistical pattern recognition approach is particularly suited to the use
… scale model bridges at the University of Melbourne to compare the system identification and …

Failure modes determination and load-bearing capacity evaluation of concrete columns under seismic loads by ANNs

M Hao, W Chang, C Xu - Soft Computing, 2024 - Springer
… of circular reinforced concrete bridge columns (… for recognition and prediction problems.
Thus, ANN and SVM were suitable for determining the failure modes of concrete columns under …

Development of a high-fidelity failure prediction system for reinforced concrete bridge columns using generative adversarial networks

TY Wu, RT Wu, PH Wang, TK Lin, KC Chang - Engineering Structures, 2023 - Elsevier
… Therefore, understanding bridge column failure modes and predicting the damage patterns
failure modes of RC bridge columns are flexural, flexural-shear, and shear failure modes

Machine Learning–Aided Rapid Estimation of Multilevel Capacity of Flexure-Identified Circular Concrete Bridge Columns with Corroded Reinforcement

B Xu, X Wang, CSW Yang, Y Li - Journal of Structural Engineering, 2024 - ascelibrary.org
… This study provides efficient models for failure mode identification and rapid prediction of …
RC bridge columns. Therefore, efficient fragility and resilience assessment of regional bridge