Investigation on damage behaviors of carbon fiber‐reinforced nylon 6 thermoplastic composite laminates using acoustic emission and digital image correlation techniques
Abstract The objective of this paper is to analyze the mechanical properties and damage mechanisms of carbon fiber‐reinforced polyamide thermoplastic composite laminates. Four specimens with different ply orientations were designed for open‐hole tensile experiments, and interlaminar toughness experi...
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Published in | Polymer composites |
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Main Authors | , , , , , , |
Format | Journal Article |
Language | English |
Published |
13.09.2024
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Abstract | Abstract The objective of this paper is to analyze the mechanical properties and damage mechanisms of carbon fiber‐reinforced polyamide thermoplastic composite laminates. Four specimens with different ply orientations were designed for open‐hole tensile experiments, and interlaminar toughness experiments including double cantilever beam and end‐notched flexural were carried out. The experimental process was monitored synchronously using acoustic emission, and the strain field changes of the tensile specimens were captured using digital image correlation technology. The unsupervised clustering of the peak frequencies of the acoustic emission signals based on the K‐means++ algorithm was employed to ascertain the peak frequency ranges corresponding to the various damage modes. Typical signals from different specimens were selected, and the gray wolf algorithm was used to optimize the variational modal parameters to decompose the signals. The waveform characteristics, frequency components, and Hilbert spectra of each damage mode were given. The correlation analysis of the intrinsic mode function (IMF) components of the same damage in different specimens demonstrated that the IMF components exhibited high similarity. By analyzing the time series changes in the energy of each damage mode in different specimens, the contribution of different damage modes to the evolution of laminated plate damage was evaluated. Highlights The mechanical properties of CF/PA6 laminates were investigated based on open‐hole tensile specimens and pre‐cracked delamination specimens. Unsupervised clustering of AE peak frequencies using K‐means++ to establish the relationship between peak frequencies and damage patterns. AE counts and cumulative energy were used to assess damage evolution. By identifying a single damage signal and providing a more intuitive treatment of the damage energy evolution. |
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AbstractList | Abstract The objective of this paper is to analyze the mechanical properties and damage mechanisms of carbon fiber‐reinforced polyamide thermoplastic composite laminates. Four specimens with different ply orientations were designed for open‐hole tensile experiments, and interlaminar toughness experiments including double cantilever beam and end‐notched flexural were carried out. The experimental process was monitored synchronously using acoustic emission, and the strain field changes of the tensile specimens were captured using digital image correlation technology. The unsupervised clustering of the peak frequencies of the acoustic emission signals based on the K‐means++ algorithm was employed to ascertain the peak frequency ranges corresponding to the various damage modes. Typical signals from different specimens were selected, and the gray wolf algorithm was used to optimize the variational modal parameters to decompose the signals. The waveform characteristics, frequency components, and Hilbert spectra of each damage mode were given. The correlation analysis of the intrinsic mode function (IMF) components of the same damage in different specimens demonstrated that the IMF components exhibited high similarity. By analyzing the time series changes in the energy of each damage mode in different specimens, the contribution of different damage modes to the evolution of laminated plate damage was evaluated. Highlights The mechanical properties of CF/PA6 laminates were investigated based on open‐hole tensile specimens and pre‐cracked delamination specimens. Unsupervised clustering of AE peak frequencies using K‐means++ to establish the relationship between peak frequencies and damage patterns. AE counts and cumulative energy were used to assess damage evolution. By identifying a single damage signal and providing a more intuitive treatment of the damage energy evolution. |
Author | Wang, Yingming Zhu, Fuxian Zhu, Jixin Shi, Qinghe Zhao, Fengling Hu, Kejun Han, Wenqin |
Author_xml | – sequence: 1 givenname: Jixin surname: Zhu fullname: Zhu, Jixin organization: School of Materials Engineering Jiangsu University of Technology Changzhou China – sequence: 2 givenname: Kejun orcidid: 0009-0005-2132-6514 surname: Hu fullname: Hu, Kejun organization: School of Materials Engineering Jiangsu University of Technology Changzhou China – sequence: 3 givenname: Wenqin surname: Han fullname: Han, Wenqin organization: School of Materials Engineering Jiangsu University of Technology Changzhou China – sequence: 4 givenname: Qinghe surname: Shi fullname: Shi, Qinghe organization: School of Materials Engineering Jiangsu University of Technology Changzhou China – sequence: 5 givenname: Yingming surname: Wang fullname: Wang, Yingming organization: School of Materials Engineering Jiangsu University of Technology Changzhou China – sequence: 6 givenname: Fengling surname: Zhao fullname: Zhao, Fengling organization: School of Materials Engineering Jiangsu University of Technology Changzhou China – sequence: 7 givenname: Fuxian surname: Zhu fullname: Zhu, Fuxian organization: School of Materials Engineering Jiangsu University of Technology Changzhou China |
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Cites_doi | 10.1016/j.apacoust.2018.03.011 10.1080/09276440.2019.1601939 10.1016/j.compstruct.2024.117911 10.1016/j.compstruct.2021.114299 10.1016/j.compstruct.2020.113395 10.1016/j.compositesa.2021.106597 10.1016/j.advengsoft.2013.12.007 10.1016/j.compstruct.2018.07.047 10.1186/s10086-021-01990-8 10.1002/pc.28096 10.1080/01694243.2024.2343691 10.1016/j.ultras.2017.04.001 10.1016/j.compstruct.2023.116943 10.1016/j.compstruct.2022.116481 10.1016/j.compstruct.2018.08.019 10.1007/978-981-13-6061-9_9 10.1109/TSP.2013.2288675 10.1007/s11709‐023‐0996‐4 10.1016/j.compscitech.2018.04.033 10.3390/polym15122647 10.1016/j.compositesb.2020.108039 10.1016/j.engfracmech.2019.106511 10.1177/14759217211008969 10.1016/j.tafmec.2023.103788 |
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