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Sexton AH, Suhonen H, Huss-Hansen MK, Demchenko H, Kjelstrup-Hansen J, Schwartzkopf M, Knaapila M. Multi-scale correlation of impact-induced defects in carbon fiber composites using X-ray scattering and machine learning. Sci Rep 2024; 14:24393. [PMID: 39420229 PMCID: PMC11487195 DOI: 10.1038/s41598-024-76105-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2024] [Accepted: 10/09/2024] [Indexed: 10/19/2024] Open
Abstract
Impact-induced defects in carbon fiber-reinforced polymers (CFRPs)-spanning from nanometer to macroscopic length scales-can be monitored using an aggregate of X-ray-based methods, but this is impractical in typical field conditions. We report on a low-velocity impacted CFRP, which is mapped using small- and wide-angle X-ray scattering and X-ray computed tomography, and employ machine learning for correlating material parameterizations derived from these techniques. The observed 1 μ m to 1 mm-sized defects are parameterized in terms of relative density and fiber orientation indicative of fiber failures (kink bands), and the nanometer sized defects in terms of crystal size and unit cell frustration. The 30 to 300 nm defects are parameterized by a power-law scattering decay, differentiating fractal-like behaviors. We find three spatial domains experimentally and by K-means Clustering: Domains of severe damage (with a visual dent), intact domains (without visual or measurable defects) and a transition domain (defects measurable by X-rays). How the parameters are correlated and how they overlap between the domains are discussed. All parameters are able to point to the detrimental fiber breakage in the severe damage domain, and scattering decay also in the transition domain, for example. How individual parameters determined from one experimental technique can be predicted from that of another is also described.
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Affiliation(s)
- Alexander H Sexton
- Department of Physics, Norwegian University of Science and Technology, 7491, Trondheim, Norway.
- DPI , P.O. Box 902, 5600, AX Eindhoven, The Netherlands.
| | - Heikki Suhonen
- Department of Physics, University of Helsinki, Helsinki, Finland
| | - Mathias K Huss-Hansen
- Mads Clausen Institute, NanoSYD, University of Southern Denmark, 6400, Sønderborg, Denmark
| | - Hanna Demchenko
- Department of Physics, Norwegian University of Science and Technology, 7491, Trondheim, Norway
| | - Jakob Kjelstrup-Hansen
- Mads Clausen Institute, NanoSYD, University of Southern Denmark, 6400, Sønderborg, Denmark
- SDU Climate Cluster, University of Southern Denmark, 5230, Odense, Denmark
| | | | - Matti Knaapila
- Department of Physics, Norwegian University of Science and Technology, 7491, Trondheim, Norway.
- DPI , P.O. Box 902, 5600, AX Eindhoven, The Netherlands.
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Sang J, Orimoto Y, Aoki Y. Photodegradation Pathways of Aliphatic Polyamide through Conical Intersection between Ground and Excited States. J Phys Chem A 2024; 128:8865-8877. [PMID: 39358900 PMCID: PMC11492239 DOI: 10.1021/acs.jpca.4c03615] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2024] [Revised: 09/03/2024] [Accepted: 09/13/2024] [Indexed: 10/04/2024]
Abstract
Time-dependent density functional theory studies were performed to investigate the photochemistry properties of the widely used aliphatic polyamide (APA), alias nylon, under ultraviolet radiation with N-ethylacetamide (NEA) being the model molecule. The characteristics of the transition molecular orbitals for the low-order excited states (ESs) of NEA were clarified, and the ES geometries related to the transition worthy of study were optimized. Our research proved that there is a conical intersection between the ground and excited states featured by the transition from the lone pair orbital to the σ antibonding orbital on the C-N bond within the peptide group or the N-C bond adjacent to the carbonyl group, and the C-N or N-C bond has the probability to be disrupted after internal conversion. These original quantum chemistry discoveries depict the C-N and N-C bond cleavage scheme that initiates the primary and secondary paths in the scission processes of the APA chain, respectively, which is helpful for giving new insight into the overall photodissociation mechanism of APA and designing advanced polyamide-based synthetic fibers.
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Affiliation(s)
- Jingcheng Sang
- Department
of Interdisciplinary Engineering Sciences, Chemistry and Materials
Science, Interdisciplinary Graduate School of Engineering Sciences, Kyushu University, 6-1 Kasuga Park, Fukuoka 816-8580, Japan
| | - Yuuichi Orimoto
- Department
of Material Sciences, Faculty of Engineering Sciences, Kyushu University, 6-1 Kasuga Park, Fukuoka 816-8580, Japan
| | - Yuriko Aoki
- Department
of Material Sciences, Faculty of Engineering Sciences, Kyushu University, 6-1 Kasuga Park, Fukuoka 816-8580, Japan
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Candau N, Chenal JM, Lame O, Schouwink P, Michaud V, Plummer CJ, Frauenrath H. Enhanced ductility in high performance polyamides due to strain-induced phase transitions. POLYMER 2022. [DOI: 10.1016/j.polymer.2021.124424] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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4
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Messiha M, Frank A, Arbeiter F, Pinter G. How hydrogen bonds influence the slow crack growth resistance of polyamide 12. POLYMER 2022. [DOI: 10.1016/j.polymer.2021.124437] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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5
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Guo H, Rinaldi RG, Tayakout S, Broudin M, Lame O. The correlation between the mixed-mode oligo-cyclic loading induced mechanical and microstructure changes in HDPE. POLYMER 2021. [DOI: 10.1016/j.polymer.2021.123706] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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6
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Lu Y, Lyu D, Tang Y, Qian L, Qin Y, Xiang M, Men Y. Effect of αc-relaxation on the large strain cavitation in polyethylene. POLYMER 2020. [DOI: 10.1016/j.polymer.2020.123049] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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7
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Chen Z, Wang Y, Xiong B, Zhu J. Initiation and growth of cavitation during the fatigue process of pre-oriented polypropylene film: In-situ SAXS study. POLYMER 2020. [DOI: 10.1016/j.polymer.2020.122832] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
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8
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Djukic S, Bocahut A, Bikard J, Long DR. Study of Damage Mechanisms of Amorphous and Low Semicrystalline Polymers under Tensile Deformation by Ultrasmall-Angle X-ray Scattering. Macromolecules 2020. [DOI: 10.1021/acs.macromol.0c00534] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Stéphanie Djukic
- LPMA, Laboratoire des polymères et Matériaux Avancés, UMR 5268 Solvay/CNRS, Solvay in Axel’One, 87 avenue des Frères Perret CS 70061, 69192 St-Fons Cedex, France
| | - Anthony Bocahut
- Solvay Research and Innovation Center, 87 avenue des Frères Perret, 69192 St-Fons Cedex, France
| | - Jérôme Bikard
- Solvay Research and Innovation Center, 87 avenue des Frères Perret, 69192 St-Fons Cedex, France
| | - Didier R. Long
- LPMA, Laboratoire des polymères et Matériaux Avancés, UMR 5268 Solvay/CNRS, Solvay in Axel’One, 87 avenue des Frères Perret CS 70061, 69192 St-Fons Cedex, France
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Kang J, Chen D, Xiong B, Zheng N, Yang F, Xiang M, Zheng Z. Facile Route for the Fabrication of Polypropylene Separators for Lithium-Ion Batteries with High Elongation and Strong Puncture Resistance. Ind Eng Chem Res 2019. [DOI: 10.1021/acs.iecr.9b05262] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Affiliation(s)
- Jian Kang
- State Key Laboratory of Polymer Materials Engineering, Polymer Research Institute of Sichuan University, Chengdu 610065, China
| | - Dandan Chen
- State Key Laboratory of Polymer Materials Engineering, Polymer Research Institute of Sichuan University, Chengdu 610065, China
| | - Bijin Xiong
- School of Chemistry and Chemical Engineering, Huazhong University of Science and Technology (HUST), Wuhan 430074, China
| | - Nan Zheng
- Institute of Polymer Optoelectronic Materials and Devices, State Key Laboratory of Luminescent Materials and Devices, South China University of Technology, Guangzhou 510640, China
| | - Feng Yang
- State Key Laboratory of Polymer Materials Engineering, Polymer Research Institute of Sichuan University, Chengdu 610065, China
| | - Ming Xiang
- State Key Laboratory of Polymer Materials Engineering, Polymer Research Institute of Sichuan University, Chengdu 610065, China
| | - Zhuo Zheng
- State Key Laboratory of Polymer Materials Engineering, Polymer Research Institute of Sichuan University, Chengdu 610065, China
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10
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Ren H, He Z, Xu J, Yan X, Liu P. Evaluation of the Abilities of Ozone Resistance for Polyamide Fibers: Structures, Properties, and Aging Mechanism. Ind Eng Chem Res 2019. [DOI: 10.1021/acs.iecr.9b03284] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Hongqing Ren
- College of Polymer Science & Engineering, Sichuan University, Chengdu 610065, China
| | - Zhongchen He
- College of Polymer Science & Engineering, Sichuan University, Chengdu 610065, China
| | - Jianjun Xu
- College of Polymer Science & Engineering, Sichuan University, Chengdu 610065, China
| | - Xiang Yan
- ENSAIT, GEMTEX—Laboratoire de Génie et Matériaux Textiles, F-59000 Lille, France
| | - Pengqing Liu
- College of Polymer Science & Engineering, Sichuan University, Chengdu 610065, China
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11
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Charvet A, Vergelati C, Sotta P, Long DR. Damage Mechanisms of Plasticized Cellulose Acetate under Tensile Deformation Studied by Ultrasmall-Angle X-ray Scattering. Macromolecules 2019. [DOI: 10.1021/acs.macromol.9b00858] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Agathe Charvet
- Laboratoire des polymères et Matériaux Avancés, UMR 5268 Solvay/CNRS, Solvay in Axel’One, 87 avenue des Frères Perret, 69192 Saint-Fons, France
| | - Caroll Vergelati
- Laboratoire des polymères et Matériaux Avancés, UMR 5268 Solvay/CNRS, Solvay in Axel’One, 87 avenue des Frères Perret, 69192 Saint-Fons, France
| | - Paul Sotta
- Laboratoire des polymères et Matériaux Avancés, UMR 5268 Solvay/CNRS, Solvay in Axel’One, 87 avenue des Frères Perret, 69192 Saint-Fons, France
| | - Didier R. Long
- Laboratoire des polymères et Matériaux Avancés, UMR 5268 Solvay/CNRS, Solvay in Axel’One, 87 avenue des Frères Perret, 69192 Saint-Fons, France
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Ikeshima D, Nishimori F, Yonezu A. Deformation modeling of polyamide 6 and the effect of water content using molecular dynamics simulation. JOURNAL OF POLYMER RESEARCH 2019. [DOI: 10.1007/s10965-019-1815-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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13
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Le Gac PY, Arhant M, Le Gall M, Davies P. Yield stress changes induced by water in polyamide 6: Characterization and modeling. Polym Degrad Stab 2017. [DOI: 10.1016/j.polymdegradstab.2017.02.003] [Citation(s) in RCA: 53] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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14
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Xiong B, Lame O, Chenal JM, Rochas C, Seguela R, Vigier G. Temperature-Microstructure Mapping of the Initiation of the Plastic Deformation Processes in Polyethylene via In Situ WAXS and SAXS. Macromolecules 2015. [DOI: 10.1021/acs.macromol.5b01258] [Citation(s) in RCA: 40] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Bijin Xiong
- MATEIS, UMR 5510 CNRS - INSA de Lyon, Batiment, Blaise Pascal, Campus LyonTech La Doua, 69621 Villeurbanne, France
| | - O. Lame
- MATEIS, UMR 5510 CNRS - INSA de Lyon, Batiment, Blaise Pascal, Campus LyonTech La Doua, 69621 Villeurbanne, France
| | - J.-M. Chenal
- MATEIS, UMR 5510 CNRS - INSA de Lyon, Batiment, Blaise Pascal, Campus LyonTech La Doua, 69621 Villeurbanne, France
| | - C. Rochas
- CERMAV, UPR 5301 CNRS, 38041 Grenoble, France
| | - R. Seguela
- MATEIS, UMR 5510 CNRS - INSA de Lyon, Batiment, Blaise Pascal, Campus LyonTech La Doua, 69621 Villeurbanne, France
| | - G. Vigier
- MATEIS, UMR 5510 CNRS - INSA de Lyon, Batiment, Blaise Pascal, Campus LyonTech La Doua, 69621 Villeurbanne, France
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15
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Rios De Anda A, Fillot L, Preda F, Rossi S, Long D, Sotta P. Sorption and plasticization effects of ethanol–toluene–isooctane ternary mixtures in polyamide 6,6 and induced plasticization effects. Eur Polym J 2014. [DOI: 10.1016/j.eurpolymj.2014.04.001] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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