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eess.IV2023
3-Dimensional residual neural architecture search for ultrasonic defect detection
Shaun McKnight, Christopher MacKinnon, S. Gareth Pierce +5
This study presents a deep learning methodology using 3-dimensional (3D) convolutional neural networks to detect defects in carbon fiber reinforced polymer composites through volum…
eess.IV2023
GANs and alternative methods of synthetic noise generation for domain adaption of defect classification of Non-destructive ultrasonic testing
Shaun McKnight, S. Gareth Pierce, Ehsan Mohseni +4
This work provides a solution to the challenge of small amounts of training data in Non-Destructive Ultrasonic Testing for composite components. It was demonstrated that direct sim…