Skip to main content
Erschienen in: Applied Composite Materials 5/2023

25.04.2023

Acoustic Emission Monitoring and Damage Failure Behavior of Seawater-Aged Composites Under the Bending Load

verfasst von: Jia-yi Zhou, Jie Wang, Ming-ming Su, Wei Zhou

Erschienen in: Applied Composite Materials | Ausgabe 5/2023

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

To investigate the failure mechanism of carbon fiber-reinforced composites with different fiber orientations in the seawater environment, seawater aging and three-point bending tests were conducted. Acoustic emission technique was applied to establish the relationship between stress waves and damage signal characteristics. The experimental results showed that the specimen with [0°/45°/-45°/90°/0°/45°] had the best seawater aging resistance under seawater aging, and the failure load decreases by 3.89%. Furthermore, damage evolution behaviors were divided into three stages and the damage modes during the failure process were accompanied by matrix cracking, fiber/matrix debonding and fiber fracture. Besides, the modal acoustic emission and k-means clustering analysis were employed to confirm the existence of three damage modes. By analyzing the numbers of acoustic emission signals, it was discovered that the matrix cracking and fiber/matrix debonding resulted in the deterioration of the mechanical properties of the seawater-aged composites. Fiber/matrix debonding is more crucial compared with matrix cracking. Moreover, a semi-supervised model based on the random forest algorithm was established to predict the damage modes. Acoustic emission monitoring technology helps to explore the damage mechanism of seawater-aged composites and provides a reference for structural health monitoring of composites.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Pearson, M.R., Eaton, M., Featherston, C., Pullin, R., Holford, K.: Improved acoustic emission source location during fatigue and impact events in metallic and composite structures. Struct. Health Monit 16, 382–399 (2016)CrossRef Pearson, M.R., Eaton, M., Featherston, C., Pullin, R., Holford, K.: Improved acoustic emission source location during fatigue and impact events in metallic and composite structures. Struct. Health Monit 16, 382–399 (2016)CrossRef
2.
Zurück zum Zitat Homan, J.: Fatigue initiation in fibre metal laminates. Int. J. Fatigue 28, 366–374 (2006)CrossRef Homan, J.: Fatigue initiation in fibre metal laminates. Int. J. Fatigue 28, 366–374 (2006)CrossRef
3.
Zurück zum Zitat Alderliesten, R.: Analytical prediction model for fatigue crack propagation and delamination growth in glare. Int. J. Fatigue 29, 628–646 (2007)CrossRef Alderliesten, R.: Analytical prediction model for fatigue crack propagation and delamination growth in glare. Int. J. Fatigue 29, 628–646 (2007)CrossRef
4.
Zurück zum Zitat Akil, H.M., Santulli, C., Sarasini, F., Tirillò, J., Valente, T.: Environmental effects on the mechanical behaviour of pultruded jute/glass fibre-reinforced polyester hybrid composites. Compos. Sci. Technol 94, 62–70 (2014)CrossRef Akil, H.M., Santulli, C., Sarasini, F., Tirillò, J., Valente, T.: Environmental effects on the mechanical behaviour of pultruded jute/glass fibre-reinforced polyester hybrid composites. Compos. Sci. Technol 94, 62–70 (2014)CrossRef
5.
Zurück zum Zitat Rasuo, B.: Experimental study of structural damping of composite helicopter blades with different cores. Plast. Rubber Compos 39, 1–5 (2013)CrossRef Rasuo, B.: Experimental study of structural damping of composite helicopter blades with different cores. Plast. Rubber Compos 39, 1–5 (2013)CrossRef
6.
Zurück zum Zitat Narasimha Murthy, H.N., Sreejith, M., Krishna, M., Sharma, S.C., Sheshadri, T.S.: Seawater durability of Epoxy/Vinyl Ester Reinforced with Glass/Carbon Composites. J. Reinf Plast. Compos 29, 1491–1499 (2009)CrossRef Narasimha Murthy, H.N., Sreejith, M., Krishna, M., Sharma, S.C., Sheshadri, T.S.: Seawater durability of Epoxy/Vinyl Ester Reinforced with Glass/Carbon Composites. J. Reinf Plast. Compos 29, 1491–1499 (2009)CrossRef
7.
Zurück zum Zitat Baghad, A., El Mabrouk, K., Vaudreuil, S., Nouneh, K.: Effects of high operating temperatures and holding times on thermomechanical and mechanical properties of autoclaved epoxy/carbon composite laminates. Polym. Compos 43, 862–873 (2022)CrossRef Baghad, A., El Mabrouk, K., Vaudreuil, S., Nouneh, K.: Effects of high operating temperatures and holding times on thermomechanical and mechanical properties of autoclaved epoxy/carbon composite laminates. Polym. Compos 43, 862–873 (2022)CrossRef
8.
Zurück zum Zitat Jesthi, D.K., Nayak, R.K.: Improvement of mechanical properties of hybrid composites through interply rearrangement of glass and carbon woven fabrics for marine application. Compos. Part. B 168, 467–475 (2019)CrossRef Jesthi, D.K., Nayak, R.K.: Improvement of mechanical properties of hybrid composites through interply rearrangement of glass and carbon woven fabrics for marine application. Compos. Part. B 168, 467–475 (2019)CrossRef
9.
Zurück zum Zitat Jesthi, D.K., Nayak, R.K.: Evaluation of mechanical properties and morphology of seawater aged carbon and glass fiber reinforced polymer hybrid composites. Compos. Part. B 174, 106980 (2019)CrossRef Jesthi, D.K., Nayak, R.K.: Evaluation of mechanical properties and morphology of seawater aged carbon and glass fiber reinforced polymer hybrid composites. Compos. Part. B 174, 106980 (2019)CrossRef
10.
Zurück zum Zitat Felipe, R., Felipe, R.N.B., Batista, A., Aquino, E.M.F.: Influence of environmental aging in two polymer-reinforced composites using different hybridization methods: Glass/Kevlar fiber hybrid strands and in the weft and warp alternating Kevlar and glass fiber strands. Compos. Part. B 174, 106994 (2019)CrossRef Felipe, R., Felipe, R.N.B., Batista, A., Aquino, E.M.F.: Influence of environmental aging in two polymer-reinforced composites using different hybridization methods: Glass/Kevlar fiber hybrid strands and in the weft and warp alternating Kevlar and glass fiber strands. Compos. Part. B 174, 106994 (2019)CrossRef
11.
Zurück zum Zitat Seo, H., Jang, H., Lee, I.: Experimental investigation of salt fog effect on the CFRP laminates. Adv. Compos. Mater 26, 321–334 (2016)CrossRef Seo, H., Jang, H., Lee, I.: Experimental investigation of salt fog effect on the CFRP laminates. Adv. Compos. Mater 26, 321–334 (2016)CrossRef
12.
Zurück zum Zitat Khosravani, M.R., Zolfagharian, A., Jennings, M., Reinicke, T.: Structural performance of 3D-printed composites under various loads and environmental conditions. Polym. Test 91, 106770 (2020)CrossRef Khosravani, M.R., Zolfagharian, A., Jennings, M., Reinicke, T.: Structural performance of 3D-printed composites under various loads and environmental conditions. Polym. Test 91, 106770 (2020)CrossRef
13.
Zurück zum Zitat Ma, X., Wang, F., Wang, H., Hao, P., Wang, B.: Post-buckling optimization of bending-induced variable stiffness composite cylinders considering worst geometric imperfections. Thin. Wall Struct 169, 108489 (2021)CrossRef Ma, X., Wang, F., Wang, H., Hao, P., Wang, B.: Post-buckling optimization of bending-induced variable stiffness composite cylinders considering worst geometric imperfections. Thin. Wall Struct 169, 108489 (2021)CrossRef
14.
Zurück zum Zitat Yousefi, S.R., Sobhani, A., Salavati-Niasari, M.: A new nanocomposite superionic system (CdHgI4/HgI2): Synthesis, characterization and experimental investigation. Adv. Powder Technol 28, 1258–1262 (2017)CrossRef Yousefi, S.R., Sobhani, A., Salavati-Niasari, M.: A new nanocomposite superionic system (CdHgI4/HgI2): Synthesis, characterization and experimental investigation. Adv. Powder Technol 28, 1258–1262 (2017)CrossRef
15.
Zurück zum Zitat Yousefi, S.R., Amiri, O., Salavati-Niasari, M.: Control sonochemical parameter to prepare pure zn(0.35)fe(2.65)O(4) nanostructures and study their photocatalytic activity. Ultrason. Sonochem 58, 104619 (2019)CrossRef Yousefi, S.R., Amiri, O., Salavati-Niasari, M.: Control sonochemical parameter to prepare pure zn(0.35)fe(2.65)O(4) nanostructures and study their photocatalytic activity. Ultrason. Sonochem 58, 104619 (2019)CrossRef
16.
Zurück zum Zitat Yousefi, S.R., Masjedi-Arani, M., Morassaei, M.S., Salavati-Niasari, M., Moayedi, H.: Hydrothermal synthesis of DyMn2O5/Ba3Mn2O8 nanocomposite as a potential hydrogen storage material. Int. J. Hydrogen Energy 44, 24005–24016 (2019)CrossRef Yousefi, S.R., Masjedi-Arani, M., Morassaei, M.S., Salavati-Niasari, M., Moayedi, H.: Hydrothermal synthesis of DyMn2O5/Ba3Mn2O8 nanocomposite as a potential hydrogen storage material. Int. J. Hydrogen Energy 44, 24005–24016 (2019)CrossRef
17.
Zurück zum Zitat Mahdi, M.A., Yousefi, S.R., Jasim, L.S., Salavati-Niasari, M.: Green synthesis of DyBa2Fe3O7.988/DyFeO3 nanocomposites using almond extract with dual eco-friendly applications: Photocatalytic and antibacterial activities. Int. J. Hydrogen Energy 47, 14319–14330 (2022)CrossRef Mahdi, M.A., Yousefi, S.R., Jasim, L.S., Salavati-Niasari, M.: Green synthesis of DyBa2Fe3O7.988/DyFeO3 nanocomposites using almond extract with dual eco-friendly applications: Photocatalytic and antibacterial activities. Int. J. Hydrogen Energy 47, 14319–14330 (2022)CrossRef
18.
Zurück zum Zitat Yousefi, S.R., Ghanbari, M., Amiri, O., Marzhoseyni, Z., Mehdizadeh, P., Hajizadeh-Oghaz, M., Salavati‐Niasari, M.: Dy2BaCuO5/Ba4DyCu3O9.09 S-scheme heterojunction nanocomposite with enhanced photocatalytic and antibacterial activities. J. Am. Ceram. Soc 104, 2952–2965 (2021)CrossRef Yousefi, S.R., Ghanbari, M., Amiri, O., Marzhoseyni, Z., Mehdizadeh, P., Hajizadeh-Oghaz, M., Salavati‐Niasari, M.: Dy2BaCuO5/Ba4DyCu3O9.09 S-scheme heterojunction nanocomposite with enhanced photocatalytic and antibacterial activities. J. Am. Ceram. Soc 104, 2952–2965 (2021)CrossRef
19.
Zurück zum Zitat Rocha, I.B.C.M., Raijmaekers, S., Nijssen, R.P.L., van der Meer, F.P., Sluys, L.J.: Hygrothermal ageing behaviour of a glass/epoxy composite used in wind turbine blades. Compos. Struct 174, 110–122 (2017)CrossRef Rocha, I.B.C.M., Raijmaekers, S., Nijssen, R.P.L., van der Meer, F.P., Sluys, L.J.: Hygrothermal ageing behaviour of a glass/epoxy composite used in wind turbine blades. Compos. Struct 174, 110–122 (2017)CrossRef
20.
Zurück zum Zitat Najafi, M., Darvizeh, A., Ansari, R.: Effect of salt water conditioning on novel fiber metal laminates for marine applications. Proc. Inst. Mech. Eng., Part L 233, 1542–1554 (2018) Najafi, M., Darvizeh, A., Ansari, R.: Effect of salt water conditioning on novel fiber metal laminates for marine applications. Proc. Inst. Mech. Eng., Part L 233, 1542–1554 (2018)
21.
Zurück zum Zitat Zhao, G., Zhang, L., Tang, C., Hao, W., Luo, Y.: Clustering of AE signals collected during torsional tests of 3D braiding composite shafts using PCA and FCM. Compos. Part. B 161, 547–554 (2019)CrossRef Zhao, G., Zhang, L., Tang, C., Hao, W., Luo, Y.: Clustering of AE signals collected during torsional tests of 3D braiding composite shafts using PCA and FCM. Compos. Part. B 161, 547–554 (2019)CrossRef
22.
Zurück zum Zitat Zhong, Y., Cheng, M., Zhang, X., Hu, H., Cao, D., Li, S.: Hygrothermal durability of glass and carbon fiber reinforced composites – A comparative study. Compos. Struct 211, 134–143 (2019)CrossRef Zhong, Y., Cheng, M., Zhang, X., Hu, H., Cao, D., Li, S.: Hygrothermal durability of glass and carbon fiber reinforced composites – A comparative study. Compos. Struct 211, 134–143 (2019)CrossRef
23.
Zurück zum Zitat Ksouri, I., De Almeida, O., Haddar, N.: Long term ageing of polyamide 6 and polyamide 6 reinforced with 30% of glass fibers: Physicochemical, mechanical and morphological characterization. J. Polym. Res 24, 1–12 (2017)CrossRef Ksouri, I., De Almeida, O., Haddar, N.: Long term ageing of polyamide 6 and polyamide 6 reinforced with 30% of glass fibers: Physicochemical, mechanical and morphological characterization. J. Polym. Res 24, 1–12 (2017)CrossRef
24.
Zurück zum Zitat Ibrahim, G., Casari, P., Jacquemin, F., Freour, S., Clement, A., Celino, A., Khalil, K.: Moisture diffusion in composites tubes: Characterization and identification of microstructure-properties relationship. J. Compos. Mater 52, 1073–1088 (2017)CrossRef Ibrahim, G., Casari, P., Jacquemin, F., Freour, S., Clement, A., Celino, A., Khalil, K.: Moisture diffusion in composites tubes: Characterization and identification of microstructure-properties relationship. J. Compos. Mater 52, 1073–1088 (2017)CrossRef
25.
Zurück zum Zitat Rasuo, B.: 23 - damage tolerance and survivability of composite aircraft structures. In: Beaumont, P.W.R., Soutis, C., Hodzic, A. (eds.) Structural Integrity and Durability of Advanced Composites, pp. 641–657. Elsevier, Woodhead Publishing (2015)CrossRef Rasuo, B.: 23 - damage tolerance and survivability of composite aircraft structures. In: Beaumont, P.W.R., Soutis, C., Hodzic, A. (eds.) Structural Integrity and Durability of Advanced Composites, pp. 641–657. Elsevier, Woodhead Publishing (2015)CrossRef
26.
Zurück zum Zitat Rasuo, B.: 3.11 on Structural Damping of Composite Aircraft Structures. In: Beaumont, P.W.R., Zweben, C.H. (eds.) Comprehensive Composite Materials II, pp. 288–299. Elsevier, Oxford (2018)CrossRef Rasuo, B.: 3.11 on Structural Damping of Composite Aircraft Structures. In: Beaumont, P.W.R., Zweben, C.H. (eds.) Comprehensive Composite Materials II, pp. 288–299. Elsevier, Oxford (2018)CrossRef
27.
Zurück zum Zitat Rasuo, B.: Full-scale fatigue testing of the Helicopter Blades from Composite laminated materials in the development process. J. Mech. Behav. Mater 19, 331–339 (2009)CrossRef Rasuo, B.: Full-scale fatigue testing of the Helicopter Blades from Composite laminated materials in the development process. J. Mech. Behav. Mater 19, 331–339 (2009)CrossRef
28.
Zurück zum Zitat Hamdi, K., Moreau, G., Aboura, Z.: Digital image correlation, acoustic emission and in-situ microscopy in order to understand composite compression damage behavior. Compos. Struct 258, 113424 (2021)CrossRef Hamdi, K., Moreau, G., Aboura, Z.: Digital image correlation, acoustic emission and in-situ microscopy in order to understand composite compression damage behavior. Compos. Struct 258, 113424 (2021)CrossRef
29.
Zurück zum Zitat Composites, S., TechnologyOz, F.E., Calik, E., Ersoy, N.: Finite element analysis and acoustic emission monitoring of progressive failure of corrugated core composite structures. Compos. Struct 253, 112775 (2020)CrossRef Composites, S., TechnologyOz, F.E., Calik, E., Ersoy, N.: Finite element analysis and acoustic emission monitoring of progressive failure of corrugated core composite structures. Compos. Struct 253, 112775 (2020)CrossRef
30.
Zurück zum Zitat Dahmene, F., Yaacoubi, S., Mountassir, E., Bendaoud, M., Langlois, N., Bardoux, C.: On the modal acoustic emission testing of composite structure. Compos. Struct 140, 446–452 (2016)CrossRef Dahmene, F., Yaacoubi, S., Mountassir, E., Bendaoud, M., Langlois, N., Bardoux, C.: On the modal acoustic emission testing of composite structure. Compos. Struct 140, 446–452 (2016)CrossRef
31.
Zurück zum Zitat Mitchell, M.R., Link, R.E., Rasuo, B.: Experimental techniques for evaluation of fatigue characteristics of Laminated Constructions from Composite materials: Full-scale testing of the Helicopter Rotor Blades. J. Test. Eval 39, 102768 (2011)CrossRef Mitchell, M.R., Link, R.E., Rasuo, B.: Experimental techniques for evaluation of fatigue characteristics of Laminated Constructions from Composite materials: Full-scale testing of the Helicopter Rotor Blades. J. Test. Eval 39, 102768 (2011)CrossRef
32.
Zurück zum Zitat Martínez-Jequier, J., Gallego, A., Suárez, E., Juanes, F.J., Valea, Ã: Real-time damage mechanisms assessment in CFRP samples via acoustic emission Lamb wave modal analysis. Compos. Part. B 68, 317–326 (2015)CrossRef Martínez-Jequier, J., Gallego, A., Suárez, E., Juanes, F.J., Valea, Ã: Real-time damage mechanisms assessment in CFRP samples via acoustic emission Lamb wave modal analysis. Compos. Part. B 68, 317–326 (2015)CrossRef
33.
Zurück zum Zitat Wei, Y., Yang, Y., Xu, M., Huang, W.: Intelligent fault diagnosis of planetary gearbox based on refined composite hierarchical fuzzy entropy and random forest. ISA Trans 109, 340–351 (2021)CrossRef Wei, Y., Yang, Y., Xu, M., Huang, W.: Intelligent fault diagnosis of planetary gearbox based on refined composite hierarchical fuzzy entropy and random forest. ISA Trans 109, 340–351 (2021)CrossRef
34.
Zurück zum Zitat Dogan, A., Arman, Y.: The effect of hygrothermal aging and UV radiation on the low-velocity impact behavior of the glass fiber-reinforced epoxy composites. Iran. Polym J 28, 193–201 (2019)CrossRef Dogan, A., Arman, Y.: The effect of hygrothermal aging and UV radiation on the low-velocity impact behavior of the glass fiber-reinforced epoxy composites. Iran. Polym J 28, 193–201 (2019)CrossRef
35.
Zurück zum Zitat Ji, X.L., Zhou, W., Sun, H., Liu, J., Ma, L.H.: Damage evolution behavior of bi-adhesive repaired composites under bending load by acoustic emission and micro-CT. Compos. Struct 279, 114742 (2022)CrossRef Ji, X.L., Zhou, W., Sun, H., Liu, J., Ma, L.H.: Damage evolution behavior of bi-adhesive repaired composites under bending load by acoustic emission and micro-CT. Compos. Struct 279, 114742 (2022)CrossRef
36.
Zurück zum Zitat Horii, T., Ueki, I., Ando, K., Hasegawa, T., Mizuno, K., Seiki, A.: Impact of intraseasonal salinity variations on sea surface temperature in the eastern equatorial Indian Ocean. J. Oceanogr 72, 313–326 (2015)CrossRef Horii, T., Ueki, I., Ando, K., Hasegawa, T., Mizuno, K., Seiki, A.: Impact of intraseasonal salinity variations on sea surface temperature in the eastern equatorial Indian Ocean. J. Oceanogr 72, 313–326 (2015)CrossRef
37.
Zurück zum Zitat Han, K.N., Zhou, W., Qin, R., Yang, S., Ma, L.H.: Progressive damage analysis of Carbon Fabric-reinforced polymer composites under three-point bending. Fibers Polym 22, 469–479 (2021)CrossRef Han, K.N., Zhou, W., Qin, R., Yang, S., Ma, L.H.: Progressive damage analysis of Carbon Fabric-reinforced polymer composites under three-point bending. Fibers Polym 22, 469–479 (2021)CrossRef
38.
Zurück zum Zitat Rasuo, B.: Damage tolerance and survivability of composite aircraft structures, Structural Integrity and Durability of Advanced Composites, pp. 641–657 (2015) Rasuo, B.: Damage tolerance and survivability of composite aircraft structures, Structural Integrity and Durability of Advanced Composites, pp. 641–657 (2015)
39.
Zurück zum Zitat Li, Y., Xue, B.: Hydrothermal ageing mechanisms of unidirectional flax fabric reinforced epoxy composites. Polym. Degrad. Stab 126, 144–158 (2016)CrossRef Li, Y., Xue, B.: Hydrothermal ageing mechanisms of unidirectional flax fabric reinforced epoxy composites. Polym. Degrad. Stab 126, 144–158 (2016)CrossRef
40.
Zurück zum Zitat Hu, Y., Li, X., Lang, A.W., Zhang, Y., Nutt, S.R.: Water immersion aging of polydicyclopentadiene resin and glass fiber composites. Polym. Degrad. Stab 124, 35–42 (2016)CrossRef Hu, Y., Li, X., Lang, A.W., Zhang, Y., Nutt, S.R.: Water immersion aging of polydicyclopentadiene resin and glass fiber composites. Polym. Degrad. Stab 124, 35–42 (2016)CrossRef
41.
Zurück zum Zitat Zhao, W.Z., Zhou, W.: Cluster analysis of acoustic emission signals and tensile properties of carbon/glass fiber–reinforced hybrid composites. Struct. Health Monit 18, 1686–1697 (2019)CrossRef Zhao, W.Z., Zhou, W.: Cluster analysis of acoustic emission signals and tensile properties of carbon/glass fiber–reinforced hybrid composites. Struct. Health Monit 18, 1686–1697 (2019)CrossRef
42.
Zurück zum Zitat Zhou, W., Zhao, W.Z., Zhang, Y.N., Ding, Z.J.: Cluster analysis of acoustic emission signals and deformation measurement for delaminated glass fiber epoxy composites. Compos. Struct 195, 349–358 (2018)CrossRef Zhou, W., Zhao, W.Z., Zhang, Y.N., Ding, Z.J.: Cluster analysis of acoustic emission signals and deformation measurement for delaminated glass fiber epoxy composites. Compos. Struct 195, 349–358 (2018)CrossRef
43.
Zurück zum Zitat Zhou, W., Zhang, P.F., Zhang, Y.N.: Acoustic emission based on cluster and sentry function to monitor tensile progressive damage of carbon fiber woven composites. Appl. Sci 8, 2265 (2018)CrossRef Zhou, W., Zhang, P.F., Zhang, Y.N.: Acoustic emission based on cluster and sentry function to monitor tensile progressive damage of carbon fiber woven composites. Appl. Sci 8, 2265 (2018)CrossRef
44.
Zurück zum Zitat Zhao, G., Zhang, L., Wang, B., Hao, W., Luo, Y.: HHT-based AE characteristics of 3D braiding composite shafts. Polym. Test 79, 106019 (2019)CrossRef Zhao, G., Zhang, L., Wang, B., Hao, W., Luo, Y.: HHT-based AE characteristics of 3D braiding composite shafts. Polym. Test 79, 106019 (2019)CrossRef
45.
Zurück zum Zitat Li, L., Swolfs, Y., Straumit, I., Yan, X., Lomov, S.V.: Cluster analysis of acoustic emission signals for 2D and 3D woven carbon fiber/epoxy composites. J. Compos. Mater 50, 1921–1935 (2015)CrossRef Li, L., Swolfs, Y., Straumit, I., Yan, X., Lomov, S.V.: Cluster analysis of acoustic emission signals for 2D and 3D woven carbon fiber/epoxy composites. J. Compos. Mater 50, 1921–1935 (2015)CrossRef
46.
Zurück zum Zitat Li, L., Lomov, S.V., Yan, X., Carvelli, V.: Cluster analysis of acoustic emission signals for 2D and 3D woven glass/epoxy composites. Compos. Struct 116, 286–299 (2014)CrossRef Li, L., Lomov, S.V., Yan, X., Carvelli, V.: Cluster analysis of acoustic emission signals for 2D and 3D woven glass/epoxy composites. Compos. Struct 116, 286–299 (2014)CrossRef
47.
Zurück zum Zitat Qiao, S., Zhou, W., Liang, Y., Liu, J., Liu, S.: Cluster analysis on damage pattern recognition in carbon/epoxy composites using acoustic emission wavelet packet. J. Reinf. Plast. Compos. (2022) Qiao, S., Zhou, W., Liang, Y., Liu, J., Liu, S.: Cluster analysis on damage pattern recognition in carbon/epoxy composites using acoustic emission wavelet packet. J. Reinf. Plast. Compos. (2022)
48.
Zurück zum Zitat Bhuiyan, M.Y., Giurgiutiu, V.: The signatures of acoustic emission waveforms from fatigue crack advancing in thin metallic plates. Smart Mater. Struct 27, 015019 (2018)CrossRef Bhuiyan, M.Y., Giurgiutiu, V.: The signatures of acoustic emission waveforms from fatigue crack advancing in thin metallic plates. Smart Mater. Struct 27, 015019 (2018)CrossRef
49.
Zurück zum Zitat Yaacoubi, S., Dahmene, F., Bouzenad, A., El Mountassir, M., Aouini, M.: Modal acoustic emission for composite structures health monitoring: Issues to save computing time and algorithmic implementation. Compos. Struct 183, 338–346 (2018)CrossRef Yaacoubi, S., Dahmene, F., Bouzenad, A., El Mountassir, M., Aouini, M.: Modal acoustic emission for composite structures health monitoring: Issues to save computing time and algorithmic implementation. Compos. Struct 183, 338–346 (2018)CrossRef
50.
Zurück zum Zitat Xu, B., Wu, J., Wang, M.: Study of modal acoustic emission to monitor the impact damage in a composite plate. J. Vibroeng 19, 3335–3348 (2017)CrossRef Xu, B., Wu, J., Wang, M.: Study of modal acoustic emission to monitor the impact damage in a composite plate. J. Vibroeng 19, 3335–3348 (2017)CrossRef
51.
Zurück zum Zitat Zhang, Y., Mi, C.: Improved hydrothermal aging performance of glass fiber-reinforced polymer composites via silica nanoparticle coating. J. Appl. Polym. Sci 137, 48652 (2019)CrossRef Zhang, Y., Mi, C.: Improved hydrothermal aging performance of glass fiber-reinforced polymer composites via silica nanoparticle coating. J. Appl. Polym. Sci 137, 48652 (2019)CrossRef
52.
Zurück zum Zitat Xu, D., Liu, P.F., Li, J.G., Chen, Z.P.: Damage mode identification of adhesive composite joints under hygrothermal environment using acoustic emission and machine learning. Compos. Struct 211, 351–363 (2019)CrossRef Xu, D., Liu, P.F., Li, J.G., Chen, Z.P.: Damage mode identification of adhesive composite joints under hygrothermal environment using acoustic emission and machine learning. Compos. Struct 211, 351–363 (2019)CrossRef
53.
Zurück zum Zitat Ballı, S.: A data mining approach to the diagnosis of failure modes for two serial fastened sandwich composite plates. J. Compos. Mater 51, 2853–2862 (2016)CrossRef Ballı, S.: A data mining approach to the diagnosis of failure modes for two serial fastened sandwich composite plates. J. Compos. Mater 51, 2853–2862 (2016)CrossRef
54.
Zurück zum Zitat Santra, B., Paul, A., Mukherjee, D.P.: Deterministic dropout for deep neural networks using composite random forest. Pattern Recognit. Lett 131, 205–212 (2020)CrossRef Santra, B., Paul, A., Mukherjee, D.P.: Deterministic dropout for deep neural networks using composite random forest. Pattern Recognit. Lett 131, 205–212 (2020)CrossRef
Metadaten
Titel
Acoustic Emission Monitoring and Damage Failure Behavior of Seawater-Aged Composites Under the Bending Load
verfasst von
Jia-yi Zhou
Jie Wang
Ming-ming Su
Wei Zhou
Publikationsdatum
25.04.2023
Verlag
Springer Netherlands
Erschienen in
Applied Composite Materials / Ausgabe 5/2023
Print ISSN: 0929-189X
Elektronische ISSN: 1573-4897
DOI
https://doi.org/10.1007/s10443-023-10126-8

Weitere Artikel der Ausgabe 5/2023

Applied Composite Materials 5/2023 Zur Ausgabe

    Marktübersichten

    Die im Laufe eines Jahres in der „adhäsion“ veröffentlichten Marktübersichten helfen Anwendern verschiedenster Branchen, sich einen gezielten Überblick über Lieferantenangebote zu verschaffen.