Review of vibration-based structural health monitoring using deep learning

G Toh, J Park - Applied Sciences, 2020 - mdpi.com
With the rapid progress in the deep learning technology, it is being used for vibration-based
structural health monitoring. When the vibration is used for extracting features for system …

Empirical mode decomposition and its variants: A review with applications in structural health monitoring

M Barbosh, P Singh, A Sadhu - Smart Materials and Structures, 2020 - iopscience.iop.org
Structural health monitoring (SHM) is one of the most emerging approaches for early
damage detection, which leads to improved safety and efficient maintenance of large-scale …

Structural damage detection with automatic feature‐extraction through deep learning

Y Lin, Z Nie, H Ma - Computer‐Aided Civil and Infrastructure …, 2017 - Wiley Online Library
Structural damage detection is still a challenging problem owing to the difficulty of extracting
damage‐sensitive and noise‐robust features from structure response. This article presents a …

Data-driven support vector machine with optimization techniques for structural health monitoring and damage detection

G Gui, H Pan, Z Lin, Y Li, Z Yuan - KSCE Journal of Civil Engineering, 2017 - Springer
Rapid detecting damages/defeats in the large-scale civil engineering structures, assessing
their conditions and timely decision making are crucial to ensure their health and ultimately …

Vibration based condition monitoring: a review

EP Carden, P Fanning - Structural health monitoring, 2004 - journals.sagepub.com
Vibration based condition monitoring refers to the use of in situ non-destructive sensing and
analysis of system characteristics–in the time, frequency or modal domains–for the purpose …

Guided Lamb waves for identification of damage in composite structures: A review

Z Su, L Ye, Y Lu - Journal of sound and vibration, 2006 - Elsevier
The guided Lamb wave is widely acknowledged as one of the most encouraging tools for
quantitative identification of damage in composite structures, and relevant research has …

Damage detection of structures by wavelet analysis

H Kim, H Melhem - Engineering structures, 2004 - Elsevier
Over the last few decades, the damage identification methods of civil and mechanical
structures have been drawing much interest from various fields. Wavelet analysis, a …

Time-frequency-based data-driven structural diagnosis and damage detection for cable-stayed bridges

H Pan, M Azimi, F Yan, Z Lin - Journal of Bridge Engineering, 2018 - ascelibrary.org
Dynamic characteristics of cable-stayed bridges are widely accepted as valuable indicators
to determine their performance in structural health monitoring (SHM). Although research has …

Damage detection on rectangular laminated composite plates using wavelet based convolutional neural network technique

M Saadatmorad, RA Jafari-Talookolaei, MH Pashaei… - Composite …, 2021 - Elsevier
In this study, a novel method called the Wavelet Transform-based Convolutional Neural
Network (WT-CNN) technique is proposed for damage detection of rectangular laminated …

Structural damage assessment based on wavelet packet transform

Z Sun, CC Chang - Journal of structural engineering, 2002 - ascelibrary.org
Wavelet transform (WT) is a mathematical tool that can decompose a temporal signal into a
summation of time-domain basis functions of various frequency resolutions. This …