A review on guided-ultrasonic-wave-based structural health monitoring: From fundamental theory to machine learning techniques
The development of structural health monitoring (SHM) techniques is of great importance to
improve the structural efficiency and safety. With advantages of long propagation distances …
improve the structural efficiency and safety. With advantages of long propagation distances …
[HTML][HTML] A review of ultrasonic sensing and machine learning methods to monitor industrial processes
Supervised machine learning techniques are increasingly being combined with ultrasonic
sensor measurements owing to their strong performance. These techniques also offer …
sensor measurements owing to their strong performance. These techniques also offer …
Towards a deep learning-based unified approach for structural damage detection, localisation and quantification
Ultrasonic guided waves have been extensively employed for characterising structural
damage thanks to their sensitivity to defects. Although they are easy to excite and acquire …
damage thanks to their sensitivity to defects. Although they are easy to excite and acquire …
On the explainability of convolutional neural networks processing ultrasonic guided waves for damage diagnosis
Among the maintenance policies adopted to guarantee the safety of structures throughout
their service life, condition-based maintenance policies driven by structural health …
their service life, condition-based maintenance policies driven by structural health …
A multi-level damage classification technique of aircraft plate structures using Lamb wave-based deep transfer learning network
Lamb wave-based damage detection is one of the most promising structural health
monitoring (SHM) technologies for aircraft structures. In this paper, a Lamb wave-based …
monitoring (SHM) technologies for aircraft structures. In this paper, a Lamb wave-based …
[HTML][HTML] Application of nonlinear lamb wave mixing method for residual stress measurement in metal plate
J Jiao, L Li, X Gao, Q Cheng, C He, B Wu - Chinese Journal of Mechanical …, 2023 - Springer
Harmonic nonlinear ultrasound can offer high sensitivity for residual stress measurements;
however, it cannot be used for local stress measurements at a point in space and exhibits …
however, it cannot be used for local stress measurements at a point in space and exhibits …
[HTML][HTML] Fatigue crack evaluation with the guided wave–convolutional neural network ensemble and differential wavelet spectrogram
On-line fatigue crack evaluation is crucial for ensuring the structural safety and reducing the
maintenance costs of safety-critical systems. Among structural health monitoring (SHM) …
maintenance costs of safety-critical systems. Among structural health monitoring (SHM) …
An online stress monitoring strategy based on Wigner–Ville time–frequency energy extraction of single-frequency dual mode Lamb waves
W Shi, J Li, B Zhao, J Tan - Measurement, 2022 - Elsevier
In this paper, a new online uniaxial stress monitoring methodology has been developed.
Based on the acoustoelastic effect of Lamb waves, multimodal information at a single …
Based on the acoustoelastic effect of Lamb waves, multimodal information at a single …
Uniaxial stress identification of steel components based on one dimensional-CNN and ultrasonic method
The absolute stress of steel components is a key parameter in the construction and service
of steel structures. Traditional stress testing methods have drawbacks of high cost and low …
of steel structures. Traditional stress testing methods have drawbacks of high cost and low …
Fatigue damage detection and growth monitoring for composite structure using coda wave interferometry
This paper presents the development of a fatigue damage detection and growth monitoring
technique based on coda wave interferometry (CWI) for composite structures. The time …
technique based on coda wave interferometry (CWI) for composite structures. The time …