[HTML][HTML] Machine learning for bridge wind engineering

Z Zhang, S Li, H Feng, X Zhou, N Xu, H Li… - Advances in Wind …, 2024 - Elsevier
Modeling and control are primary domains in bridge wind engineering. The natural wind
field characteristics (eg, non-stationary, non-uniform, spatial-temporal changing …

Physics-informed long short-term memory networks for response prediction of a wind-excited flexible structure

LW Tsai, A Alipour - Engineering Structures, 2023 - Elsevier
Slender and flexible infrastructures such as sign supports, cantilever traffic signal structures
and high mast lighting towers are sensitive to wind force and were reported to have fatigue …

Machine-learning-based prediction of vortex-induced vibration in long-span bridges using limited information

S Kim, T Kim - Engineering Structures, 2022 - Elsevier
Long-span bridges are susceptible to wind-induced vibration due to their high flexibility, low-
frequency dominance, and light damping capacity. Vortex-induced vibrations (VIVs), which …

Online automatic monitoring of abnormal vibration of stay cables based on acceleration data from structural health monitoring

M He, P Liang, Y Wang, Z Xia, X Wu - Measurement, 2022 - Elsevier
Online automatic monitoring of abnormal vibrations, such as vortex-induced vibration (VIV)
and high amplitude vibration (HAV), of stay-cables is important for bridge maintenance …

Vortex-Induced Vibration Recognition for Long-Span Bridges Based on Transfer Component Analysis

J Hou, S Cao, H Hu, Z Zhou, C Wan, M Noori, P Li… - Buildings, 2023 - mdpi.com
Bridge vortex-induced vibration (VIV) refers to the vertical resonance phenomenon that
occurs in a bridge when pulsating wind passes over it and causes vortices to detach. In …

Characteristic parameter analysis for identification of vortex-induced vibrations of a long-span bridge

J Guo, Y Shen, B Weng, C Zhong - Journal of Civil Structural Health …, 2024 - Springer
As a wind-sensitive structure, long-span bridges are prone to the vibration excited by
periodic shedding vortex called vortex-induced vibration (VIV). Timely warning and accurate …

Deep learning for structural health monitoring: An application to heritage structures

F Carrara, F Falchi, M Girardi, N Messina… - arXiv preprint arXiv …, 2022 - arxiv.org
Thanks to recent advancements in numerical methods, computer power, and monitoring
technology, seismic ambient noise provides precious information about the structural …

Deep learning-based automated identification on vortex-induced vibration of long suspenders for the suspension bridge

X Su, J Mao, H Wang, H Gao, D Li - Mechanical Systems and Signal …, 2025 - Elsevier
Large amplitude vortex-induced vibration (VIV) of long suspenders, caused by vortex-
shedding and wake flow, will decrease the service life of high-strength wires and its …

[HTML][HTML] Deep learning and structural health monitoring: Temporal Fusion Transformers for anomaly detection in masonry towers

F Falchi, M Girardi, G Gurioli, N Messina… - … Systems and Signal …, 2024 - Elsevier
Detecting anomalies in the vibrational features of age-old buildings is crucial within the
Structural Health Monitoring (SHM) framework. The SHM techniques can leverage …

Vortex‐Induced Vibration of Long Suspenders of a Long‐Span Suspension Bridge and Its Effect on Local Deck Acceleration Based on Field Monitoring

X Su, J Mao, H Wang, H Gao, X Guo… - Structural Control and …, 2024 - Wiley Online Library
As the main structural component, the possibility of wind‐induced vibration, especially vortex‐
induced vibrations (VIVs), is greatly increased due to the shape and structural characteristics …