Fibre-optic sensor and deep learning-based structural health monitoring systems for civil structures: A review

UMN Jayawickrema, H Herath, NK Hettiarachchi… - Measurement, 2022 - Elsevier
Structural health monitoring (SHM) systems in civil engineering structures have been a
growing focus of research and practice. Over the last few decades, optical fibre sensor (OFS) …

Applications of machine learning to wind engineering

T Wu, R Snaiki - Frontiers in Built Environment, 2022 - frontiersin.org
Advances of the analytical, numerical, experimental and field-measurement approaches in
wind engineering offers unprecedented volume of data that, together with rapidly evolving …

Tropical-cyclone-wind-induced flutter failure analysis of long-span bridges

G Fang, W Pang, L Zhao, K Xu, S Cao, Y Ge - Engineering Failure Analysis, 2022 - Elsevier
Continuously growing number and span length of long-span bridges in coastal region of
China require a robust aeroelastic design to against the tropical-cyclone (TC)-induced flutter …

Uncertainty quantification for structural response field with ultra-high dimensions

L Cao, Y Zhao - International Journal of Mechanical Sciences, 2024 - Elsevier
The structural response field is crucial for understanding mechanical behavior, especially
under uncertain conditions. However, current uncertainty quantification predominantly …

[HTML][HTML] A comparative study of wind-induced dynamic response models of long-span bridges using artificial neural networks, support vector regression and buffeting …

DF Castellon, A Fenerci, O Øiseth - Journal of Wind Engineering and …, 2021 - Elsevier
Long-span cable-supported bridges are structures susceptible to high dynamic responses
due to the buffeting phenomenon. The current state-of-the-art method for buffeting response …

Data-driven prediction of critical flutter velocity of long-span suspension bridges using a probabilistic machine learning approach

S Tinmitondé, X He, L Yan, AH Hounye - Computers & Structures, 2023 - Elsevier
Among the consequences of wind-induced excitation on long-span cable-supported
bridges, flutter instability is the most dangerous and can collapse bridge structures. Until …

Effectiveness assessment of TMDs in bridges under strong winds incorporating machine-learning techniques

Z Sun, DC Feng, S Mangalathu… - Journal of Performance …, 2022 - ascelibrary.org
Tuned mass dampers (TMDs) are widely used to control excessive wind-induced vibration in
the box girders of long-span bridges. Although the optimal design of TMDs has been …

A consistent dynamic stiffness matrix for flutter analysis of bridge decks

KK Bera, A Banerjee - Computers & Structures, 2023 - Elsevier
A consistent dynamic stiffness matrix is formulated for the flutter analysis of bridge decks.
The equations of motion corresponding to the vertical, lateral, and torsional degrees of …

Examination of artificial neural networks to predict wind-induced displacements of cable net roofs

F Rizzo, L Caracoglia - Engineering Structures, 2021 - Elsevier
This paper discusses the implementation of an Artificial Neural Network (ANN) model for
predicting the wind-induced, vertical displacements of cable net roofs with a hyperbolic …

Genetic algorithm hybridized with eXtreme gradient boosting to predict axial compressive capacity of CCFST columns

NV Luat, SW Han, K Lee - Composite Structures, 2021 - Elsevier
The study aimed to propose a robust method for predicting the axial compressive capacity
(N u) of circular concrete-filled steel tube (CCFST) columns. For this purpose, a hybrid …