Damage imaging in skin-stringer composite aircraft panel by ultrasonic-guided waves using deep learning with convolutional neural network

R Cui, G Azuara, F Lanza di Scalea… - Structural Health …, 2022 - journals.sagepub.com
The detection and localization of structural damage in a stiffened skin-to-stringer composite
panel typical of modern aircraft construction can be addressed by ultrasonic-guided wave …

Damage localization in composite plates using wavelet transform and 2-D convolutional neural networks

G Azuara, M Ruiz, E Barrera - Sensors, 2021 - mdpi.com
Nondestructive evaluation of carbon fiber reinforced material structures has received special
attention in the last decades. Usage of Ultrasonic Guided Waves (UGW), particularly Lamb …

Causal dilated convolutional neural networks for automatic inspection of ultrasonic signals in non-destructive evaluation and structural health monitoring

S Mariani, Q Rendu, M Urbani, C Sbarufatti - Mechanical Systems and …, 2021 - Elsevier
This paper presents a deep learning network that performs automatic detection of defects by
inspecting full ultrasonic guided wave signals excited in plate structures. The findings show …

Lamb wave-based damage detection of composite structures using deep convolutional neural network and continuous wavelet transform

J Wu, X Xu, C Liu, C Deng, X Shao - Composite Structures, 2021 - Elsevier
Carbon fiber reinforced plastics composites have been widely used in aerospace,
automotive and other fields for its superior performance. To avoid possible risks, Lamb …

Structural damage detection using deep learning of ultrasonic guided waves

J Melville, KS Alguri, C Deemer… - AIP conference …, 2018 - pubs.aip.org
Structural health monitoring using ultrasonic guided waves relies on accurate interpretation
of guided wave propagation to distinguish damage state indicators. However, traditional …

Combined two-level damage identification strategy using ultrasonic guided waves and physical knowledge assisted machine learning

M Rautela, J Senthilnath, J Moll, S Gopalakrishnan - Ultrasonics, 2021 - Elsevier
Abstract Structural Health Monitoring of composite structures is one of the significant
challenges faced by the aerospace industry. A combined two-level damage identification viz …

Deep learning approach for delamination identification using animation of Lamb waves

S Ullah, AA Ijjeh, P Kudela - Engineering Applications of Artificial …, 2023 - Elsevier
The complex design of composite structures makes it very difficult for conventional visual
inspection techniques to detect defects in these materials. Therefore, numerous types of …

DeepSHM: A deep learning approach for structural health monitoring based on guided Lamb wave technique

V Ewald, RM Groves… - Sensors and Smart …, 2019 - spiedigitallibrary.org
In our previous work, we demonstrated how to use inductive bias to infuse a convolutional
neural network (CNN) with domain knowledge from fatigue analysis for aircraft visual NDE …

Graph-in-graph convolutional network for ultrasonic guided wave-based damage detection and localization

S Wang, Z Luo, P Shen, H Zhang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Interpretation of guided wave signals is a central challenge for ultrasonic guided wave-
based damage detection and localization technology. Because of the complexity of the …

Non-Destructive inspection of impact damage in composite aircraft panels by ultrasonic guided waves and statistical processing

M Capriotti, HE Kim, F Lanza di Scalea, H Kim - Materials, 2017 - mdpi.com
This paper discusses a non-destructive evaluation (NDE) technique for the detection of
damage in composite aircraft structures following high energy wide area blunt impact …