A review of laser ultrasonic lamb wave damage detection methods for thin-walled structures
S Zheng, Y Luo, C Xu, G Xu - Sensors, 2023 - mdpi.com
Thin-walled structures, like aircraft skins and ship shells, are often several meters in size but
only a few millimeters thick. By utilizing the laser ultrasonic Lamb wave detection method …
only a few millimeters thick. By utilizing the laser ultrasonic Lamb wave detection method …
Damage detection with ultrasonic guided waves using machine learning and aggregated baselines
V Nerlikar, O Mesnil, R Miorelli… - Structural Health …, 2024 - journals.sagepub.com
In guided wave (GW)-based structural health monitoring (SHM), ultrasonic elastic waves are
used to detect damages in structures by comparing the acquired signals with those acquired …
used to detect damages in structures by comparing the acquired signals with those acquired …
Evaluation of machine learning techniques for structural health monitoring using ultrasonic guided waves under varying temperature conditions
The implementation of machine learning methods for structural health monitoring
applications has proven to be very effective, especially in detecting damage and …
applications has proven to be very effective, especially in detecting damage and …
Ultrasonic inspection for ice accretion assessment: effects on direct wave propagation in composite media
From aeroplane wings to overhead power lines, through giant blades of wind turbines, a
build up of ice can cause problems ranging from impaired performance all the way to …
build up of ice can cause problems ranging from impaired performance all the way to …
Interpretable and explainable machine learning for ultrasonic defect sizing
Despite its popularity in literature, there are few examples of machine learning (ML) being
used for industrial nondestructive evaluation (NDE) applications. A significant barrier is the …
used for industrial nondestructive evaluation (NDE) applications. A significant barrier is the …
Machine learning enhanced characterization of surface defects using ultrasonic Rayleigh waves
J Xiao, F Cui - NDT & E International, 2023 - Elsevier
Rayleigh waves are successfully employed for the characterization of surface defects
through the utilization of both time and frequency domain analysis. However, a significant …
through the utilization of both time and frequency domain analysis. However, a significant …
Damage location determination with data augmentation of guided ultrasonic wave features and explainable neural network approach for integrated sensor systems
C Polle, S Bosse, AS Herrmann - Computers, 2024 - mdpi.com
Machine learning techniques such as deep learning have already been successfully applied
in Structural Health Monitoring (SHM) for damage localization using Ultrasonic Guided …
in Structural Health Monitoring (SHM) for damage localization using Ultrasonic Guided …
Guided Wave SHM system for detection and quantification of damages in FPSOs storage tanks using data-driven algorithm
E Bertoldi, M Oliveira… - Structural Health …, 2023 - journals.sagepub.com
In this work, we propose a data-driven method to perform detection and quantification of
damage in guided wave data from Structural Health Monitoring. The data is from a full-scale …
damage in guided wave data from Structural Health Monitoring. The data is from a full-scale …
Comparing AutoML and Deep Learning Methods for Condition Monitoring using Realistic Validation Scenarios
P Goodarzi, A Schütze, T Schneider - arXiv preprint arXiv:2308.14632, 2023 - arxiv.org
This study extensively compares conventional machine learning methods and deep learning
for condition monitoring tasks using an AutoML toolbox. The experiments reveal consistent …
for condition monitoring tasks using an AutoML toolbox. The experiments reveal consistent …
A cyberphysical structural health monitoring framework for threshold-free active signal detection and classification on the edge
A Gullapalli, T Aburakhis… - Journal of …, 2025 - asmedigitalcollection.asme.org
The increased focus on predictive maintenance of safety-critical engineering structures
requires an onboard structural health monitoring system, which is reliable and robust to …
requires an onboard structural health monitoring system, which is reliable and robust to …