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McKnight, Shaun and Tunukovic, Vedran and Pierce, S. Gareth and Mohseni, Ehsan and Pyle, Richard and MacLeod, Charles N. and O’Hare, Tom (2024) Advancing carbon fiber composite inspection : deep learning-enabled defect localization and sizing via 3-Dimensional U-Net segmentation of ultrasonic data. IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control, 71 (9). pp. 1106-1119. ISSN 0885-3010

Tunukovic, Vedran and McKnight, Shaun and Mohseni, Ehsan and Pierce, S. Gareth and Pyle, Richard and Duernberger, Euan and Loukas, Charalampos and Vithanage, Randika K.W. and Lines, David and Dobie, Gordon and MacLeod, Charles N. and Cochran, Sandy and O'Hare, Tom (2024) A study of machine learning object detection performance for phased array ultrasonic testing of carbon fibre reinforced plastics. NDT and E International, 144. 103094. ISSN 0963-8695

Tunukovic, Vedran and McKnight, Shaun and Pyle, Richard and Wang, Zhiming and Mohseni, Ehsan and Pierce, S. Gareth and Vithanage, Randika K. W. and Dobie, Gordon and MacLeod, Charles N. and Cochran, Sandy and O'Hare, Tom (2024) Unsupervised machine learning for flaw detection in automated ultrasonic testing of carbon fibre reinforced plastic composites. Ultrasonics, 140. 107313. ISSN 0041-624X

McKnight, Shaun and MacKinnon, Christopher and Pierce, S. Gareth and Mohseni, Ehsan and Tunukovic, Vedran and MacLeod, Charles N. and Vithanage, Randika K. W. and O'Hare, Tom (2024) Three-dimensional residual neural architecture search for ultrasonic defect detection. IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control, 71 (3). pp. 423-436. ISSN 0885-3010

McKnight, Shaun and Pierce, S. Gareth and Mohseni, Ehsan and MacKinnon, Christopher and MacLeod, Charles and O'Hare, Tom and Loukas, Charalampos (2024) A comparison of methods for generating synthetic training data for domain adaption of deep learning models in ultrasonic non-destructive evaluation. NDT and E International, 141. 102978. ISSN 0963-8695

Foster, Euan Alexander and Bolton, Gary and Bernard, Robert and McInnes, Martin and McKnight, Shaun and Nicolson, Ewan and Loukas, Charalampos and Vasilev, Momchil and Lines, Dave and Mohseni, Ehsan and Gachagan, Anthony and Pierce, Gareth and MacLeod, Charles N. (2022) Automated real time eddy current array inspection of nuclear assets. Sensors, 22 (16). p. 6036. 6036. ISSN 1424-8220

Conference or Workshop Item

McArthur, Stig and McKnight, Shaun and Bomphray, Iain and Mehnen, Jörn (2024) Rework signature : assessing quality of reworked defects in automated fibre placement composites. In: 21st European Conference on Composite Materials, 2024-07-02 - 2024-07-05.

Tunukovic, Vedran and McKnight, Shaun and Mohseni, Ehsan and Pierce, S. Gareth and Pyle, Richard and Duernberger, Euan and Loukas, Charalampos and Vithanage, Randika K.W. and Lines, David and Dobie, Gordon and MacLeod, Charles N. and Cochran, Sandy and O'Hare, Tom (2023) Automated deep learning for defect detection in carbon fibre reinforced plastic composites. In: 50th Annual Review of Progress in Quantitative Nondestructive Evaluation, 2023-07-24 - 2023-07-27, Sheraton Austin Hotel at the Capitol,.

Tunukovic, Vedran and McKnight, Shaun and Mohseni, Ehsan and Pierce, Gareth and Dobie, Gordon and Cochran, Sandy (2023) Automated ultrasound data processing for defect detection and characterization through machine learning​. In: FUSE CDT Annual Scientific Meeting 2023, 2023-06-20 - 2023-06-20.

Tunukovic, Vedran and McKnight, S. and Pierce, S. G. and Mohseni, Ehsan and MacLeod, C. N. and Pyle, R. and Dobie, G. and O'Hare, T. and Munro, G. and O'Brien-O'Reilly, J. (2023) Application of machine learning techniques for defect detection, localisation, and sizing in ultrasonic testing of carbon fibre reinforced polymers. In: BINDT Aerospace Event 2023, 2023-04-25 - 2023-04-26, Technology & Innovation Centre.

Mohseni, Ehsan and Pierce, S. G. and Vithanage, R.W. K. and MacLeod, C. N. and Dobie, G. and McKnight, S. and Tunukovic, V. and McInnes, M. and Hifi, A. and Gomez, R. and Shields, M. and Poole, A. and Pyle, R. and O'Hare, T. and Munro, G. and O'Brien-O'Reilly, J. (2023) Mapping SEARCH capabilities to Spirit AeroSystems NDE and automation demand for composites. In: BINDT Aerospace Event 2023, 2023-04-25 - 2023-04-26, Technology & Innovation Centre.

Tunukovic, Vedran and Lawley, Alistair and McKnight, Shaun and Mohseni, Ehsan and Dobie, Gordon and O'Hare, Tom and MacLeod, Charles Norman and Pierce, Gareth (2022) Automated bounding box annotation for NDT ultrasound defect detection. In: IOP Physics Enhancing Machine Learning in Applied Solid Mechanics, 2022-12-12 - 2022-12-12, Institute of Physics.

McKnight, Shaun and MacKinnon, Christopher and Mohseni, Ehsan and Pierce, Gareth and MacLeod, Charles Norman and O'Hare, Tom (2022) Transfer learning for classification of experimental ultrasonic non-destructive testing images from synthetic data. In: IOP Physics Enhancing Machine Learning in Applied Solid Mechanics, 2022-12-12 - 2022-12-12, Institute of Physics.

Foster, Euan and MacLeod, Charles Norman and Loukas, Charalampos and Vasilev, Momchil and McKnight, Shaun and McInnes, Martin and Gachagan, Anthony and Bolton, Gary and Bernard, Robert and Mohseni, Ehsan (2022) Autonomous and targeted eddy current inspection from UT feature guided wave screening of resistance seam welds. In: 59th Annual British Conference on Non-Destructive Testing 2022, 2022-09-06 - 2022-09-08, The International Centre.

Mohseni, E. and Pierce, S. G. and Vithanage, R. and Dobie, G. and MacLeod, C. N. and McKnight, S. and Foster, E. and Loukas, C. and McInnes, M. and Gover, H. and Burnham, K. and O'Brien-O'Reilly, J. and Paton, S. and Munro, G. and O'Hare, T. and Grosser, M. (2022) Multi-sensor electromagnetic inspection feasibility for aerospace composites surface defects. In: 59th Annual British Conference on Non-Destructive Testing 2022, 2022-09-06 - 2022-09-08, The International Centre.

Foster, Euan and MacLeod, Charles N. and Mohseni, Ehsan and Gachagan, Anthony and Loukas, Charalampos and Vasilev, Momchil and McKnight, Shaun and McInnes, Martin and Lines, David and Gachagan, Anthony and Bolton, Gary and Bernard, Robert (2022) Targeted eddy current inspection based on ultrasonic feature guided wave screening of resistance seam welds. In: 49th Annual Review of Progress in Quantitative Nondestructive Evaluation (QNDE 2022), 2022-07-25 - 2022-07-27, San Diego, CA.