Machine learning for structural engineering: A state-of-the-art review

HT Thai - Structures, 2022 - Elsevier
Abstract Machine learning (ML) has become the most successful branch of artificial
intelligence (AI). It provides a unique opportunity to make structural engineering more …

The current development of structural health monitoring for bridges: a review

Z Deng, M Huang, N Wan, J Zhang - Buildings, 2023 - mdpi.com
The health monitoring system of a bridge is an important guarantee for the safe operation of
the bridge and has always been a research hotspot in the field of civil engineering. This …

[HTML][HTML] Recent vibration-based structural health monitoring on steel bridges: Systematic literature review

AS Azhar, SA Kudus, A Jamadin, NK Mustaffa… - Ain Shams Engineering …, 2024 - Elsevier
Abstract Structural Health Monitoring (SHM) implementations on infrastructures, including
bridges, are currently experiencing a surge in popularity as the favoured solution for …

[HTML][HTML] Intelligent damage diagnosis in bridges using vibration-based monitoring approaches and machine learning: a systematic review

R Niyirora, W Ji, E Masengesho, J Munyaneza… - Results in …, 2022 - Elsevier
Damage detection and safety assessment play a prominent role in the integrity management
of bridge structures. Environmental and operational variability are the leading factors that …

Temperature effect on vibration properties and vibration-based damage identification of bridge structures: A literature review

J Luo, M Huang, Y Lei - Buildings, 2022 - mdpi.com
In civil engineering structures, modal changes produced by environmental conditions,
especially temperature, can be equivalent to or greater than the ones produced by damage …

A novel transformer model for surface damage detection and cognition of concrete bridges

H Wan, L Gao, Z Yuan, H Qu, Q Sun, H Cheng… - Expert Systems with …, 2023 - Elsevier
Bridges play an important role in modern transportation systems and road networks, and
hence it is essential to use various models based on visual inspection to detect and prevent …

Algorithms and techniques for the structural health monitoring of bridges: Systematic literature review

OS Sonbul, M Rashid - Sensors, 2023 - mdpi.com
Structural health monitoring (SHM) systems are used to analyze the health of infrastructures
such as bridges, using data from various types of sensors. While SHM systems consist of …

Damage identification in steel frames using dual-criteria vibration-based damage detection method and artificial neural network

H Nick, A Ashrafpoor, A Aziminejad - Structures, 2023 - Elsevier
Vibration-based damage identification methods have proven to be effective in identifying
damage in various structures by employing modal parameters. This paper presents and …

Parameter identification of frame structures by considering shear deformation

F Xiao, W Zhu, X Meng, GS Chen - International Journal of …, 2023 - Wiley Online Library
This paper presents a method to identify the damages in frame structures with slender
beams. This method adjusts the parameters of the structure to match the analytical and the …

Cumulative displacement-based detection of damper malfunction in bridges using data-driven isolation forest algorithm

Z Sun, DM Siringoringo, S Chen, J Lu - Engineering Failure Analysis, 2023 - Elsevier
Long-span cable-supported bridges are flexible and prone to significant deformations under
temperature, wind, and vehicle loads. Such large deformations induce frequent longitudinal …