Damage mechanism identification in composites via machine learning and acoustic emission
Muir, C., Swaminathan, B., Almansour, A. S., Sevener, K., Smith, C., Presby, M., Kiser, J. D., Pollock, T. M., Daly, S.
Published in npj computational materials (24.06.2021)
Published in npj computational materials (24.06.2021)
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Journal Article
A machine learning framework for damage mechanism identification from acoustic emissions in unidirectional SiC/SiC composites
Muir, C., Swaminathan, B., Fields, K., Almansour, A. S., Sevener, K., Smith, C., Presby, M., Kiser, J. D., Pollock, T. M., Daly, S.
Published in npj computational materials (13.09.2021)
Published in npj computational materials (13.09.2021)
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Journal Article
Quantitative Benchmarking of Acoustic Emission Machine Learning Frameworks for Damage Mechanism Identification
Muir, C., Tulshibagwale, N., Furst, A., Swaminathan, B., Almansour, A. S., Sevener, K., Presby, M., Kiser, J. D., Pollock, T. M., Daly, S., Smith, C.
Published in Integrating materials and manufacturing innovation (01.03.2023)
Published in Integrating materials and manufacturing innovation (01.03.2023)
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Journal Article
Microscale characterization of damage accumulation in CMCs
Swaminathan, B., McCarthy, N.R., Almansour, A.S., Sevener, K., Pollock, T.M., Kiser, J.D., Daly, S.
Published in Journal of the European Ceramic Society (01.05.2021)
Published in Journal of the European Ceramic Society (01.05.2021)
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Journal Article
Machine learning based damage identification in SiC/SiC composites from acoustic emissions using autoencoders
Muir, C., Gibson, T., Hilmas, A., Almansour, A.S., Sevener, K., Kiser, J.D., Pollock, T.M., Daly, S., Smith, C.
Published in Composites. Part B, Engineering (01.12.2024)
Published in Composites. Part B, Engineering (01.12.2024)
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Journal Article
In situ crack opening displacement growth rates of SiC/SiC ceramic matrix minicomposites
Muir, C., Swaminathan, B., Musaffar, A.K., McCarthy, N.R., Almansour, A.S., Pollock, T.M., Kiser, J.D., Smith, C., Daly, S., Sevener, K.
Published in Journal of the European Ceramic Society (01.08.2023)
Published in Journal of the European Ceramic Society (01.08.2023)
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Journal Article
Interpreting acoustic energy emission in SiC/SiC minicomposites through modeling of fracture surface areas
Swaminathan, B., McCarthy, N.R., Almansour, A.S., Sevener, K., Musaffar, A.K., Pollock, T.M., Kiser, J.D., Daly, S.
Published in Journal of the European Ceramic Society (01.11.2021)
Published in Journal of the European Ceramic Society (01.11.2021)
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