Skip to main content
Top
Published in: Applied Composite Materials 2/2023

08-02-2023

An Experimental Characterisation on Rectangular Z-Pinned Parameters in the Dynamic Modal Responses of Reinforced Composites

Authors: Daniel Brighenti Bortoluzzi, Camila Aparecida Diniz, Ronny Francis Ribeiro Junior, Matheus Brendon Francisco, Antonio Carlos Ancelotti Junior, Guilherme Ferreira Gomes

Published in: Applied Composite Materials | Issue 2/2023

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

A great deal of research has been carried out and demonstrates that through-thickness reinforcement in the form of z-pins can greatly improve the mechanical properties of carbon fiber composite laminates. The modal responses of composite laminates reinforced through the thickness with rectangular z-pin sizes and area density insertion design variables generated from the Design of Experiments (DOE) are studied with free and forced vibration tests being carried out. Although many studies have reported the use of experimental, statistical, numerical, and computational tools applied to composite structures, to date, very few have focused on the application of analysis of variance (ANOVA) to analyze the experimental data and artificial neural networks (ANN) as a technique to predict the modal responses of z-pinned composites. The experimental results indicated that, in most cases, there was an increase in the natural frequency, which highlighted the reduction, from approximately 60% to 70%, in the amplitude of vibration for all specimens with z-pin reinforcement in comparison to the unpinned. Furthermore, the experimental data compared with the statistical results pointed out that z-pins had a positive influence on increasing and decreasing natural frequency and forced vibration amplitude, respectively, of z-pinned composites compared to reinforced and trained ANNs, and the experimental data presented very good agreement with the experimental tests carried out in this investigation for predicting modal response.

Dont have a licence yet? Then find out more about our products and how to get one now:

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!

Literature
1.
go back to reference Chandrashekhar, M., Ganguli, R.: Nonlinear vibration analysis of composite laminated and sandwich plates with random material properties. Int. J. Mech. Sci. 52(7), 874–891 (2010)CrossRef Chandrashekhar, M., Ganguli, R.: Nonlinear vibration analysis of composite laminated and sandwich plates with random material properties. Int. J. Mech. Sci. 52(7), 874–891 (2010)CrossRef
2.
go back to reference Cui, H., Yasaee, M., Melro, A.R.: Dynamic inter-fibre failure of unidirectional composite laminates with through-thickness reinforcement. Compos. Sci. Technol. 176, 64–71 (2019)CrossRef Cui, H., Yasaee, M., Melro, A.R.: Dynamic inter-fibre failure of unidirectional composite laminates with through-thickness reinforcement. Compos. Sci. Technol. 176, 64–71 (2019)CrossRef
3.
go back to reference Yan, W., Liu, H.Y., Mai, Y.W.: Mode II delamination toughness of z-pinned laminates. Compos. Sci. Technol. 64(13–14), 1937–1945 (2004)CrossRef Yan, W., Liu, H.Y., Mai, Y.W.: Mode II delamination toughness of z-pinned laminates. Compos. Sci. Technol. 64(13–14), 1937–1945 (2004)CrossRef
4.
go back to reference Pardini, L.C.: Preformas para compósitos estruturais. Polímeros 10, 100–109 (2000)CrossRef Pardini, L.C.: Preformas para compósitos estruturais. Polímeros 10, 100–109 (2000)CrossRef
5.
go back to reference Partridge, I.K., Cartié, D.D.: Delamination resistant laminates by Z-Fiber® pinning: Part I manufacture and fracture performance. Compos. A. Appl. Sci. Manuf. 36(1), 55–64 (2005)CrossRef Partridge, I.K., Cartié, D.D.: Delamination resistant laminates by Z-Fiber® pinning: Part I manufacture and fracture performance. Compos. A. Appl. Sci. Manuf. 36(1), 55–64 (2005)CrossRef
6.
go back to reference Pingkarawat, K., Mouritz, A.P.: Improving the mode I delamination fatigue resistance of composites using z-pins. Compos. Sci. Technol. 92, 70–76 (2014)CrossRef Pingkarawat, K., Mouritz, A.P.: Improving the mode I delamination fatigue resistance of composites using z-pins. Compos. Sci. Technol. 92, 70–76 (2014)CrossRef
7.
go back to reference Yasaee, M., Lander, J.K., Allegri, G., Hallett, S.R.: Experimental characterization of mixed mode traction–displacement relationships for a single carbon composite z-pin. Compos. Sci. Technol. 94, 123–131 (2014)CrossRef Yasaee, M., Lander, J.K., Allegri, G., Hallett, S.R.: Experimental characterization of mixed mode traction–displacement relationships for a single carbon composite z-pin. Compos. Sci. Technol. 94, 123–131 (2014)CrossRef
8.
go back to reference Barbosa, L.C.M., Bortoluzzi, D.B., Ancelotti, A.C.: Analysis of fracture toughness in mode II and fractographic study of composites based on Elium® 150 thermoplastic matrix. Compos. B. Eng. 175, 107082 (2019)CrossRef Barbosa, L.C.M., Bortoluzzi, D.B., Ancelotti, A.C.: Analysis of fracture toughness in mode II and fractographic study of composites based on Elium® 150 thermoplastic matrix. Compos. B. Eng. 175, 107082 (2019)CrossRef
9.
go back to reference Gomes, G.F., de Almeida, F.A., da Cunha, S.S., Ancelotti, A.C.: An estimate of the location of multiple delaminations on aeronautical CFRP plates using modal data inverse problem. Int. J. Adv. Manuf. Technol. 99(5), 1155–1174 (2018)CrossRef Gomes, G.F., de Almeida, F.A., da Cunha, S.S., Ancelotti, A.C.: An estimate of the location of multiple delaminations on aeronautical CFRP plates using modal data inverse problem. Int. J. Adv. Manuf. Technol. 99(5), 1155–1174 (2018)CrossRef
10.
go back to reference Bilisik, K.: Multiaxis 3D woven preform and properties of multiaxis 3D woven and 3D orthogonal woven carbon/epoxy composites. J. Reinf. Plast. Compos. 29(8), 1173–1186 (2010)CrossRef Bilisik, K.: Multiaxis 3D woven preform and properties of multiaxis 3D woven and 3D orthogonal woven carbon/epoxy composites. J. Reinf. Plast. Compos. 29(8), 1173–1186 (2010)CrossRef
11.
go back to reference Bortoluzzi, D.B., Gomes, G.F., Hirayama, D., Ancelotti, A.C.: Development of a 3D reinforcement by tufting in carbon fiber/epoxy composites. Int. J. Adv. Manuf. Technol. 100(5–8), 1593–1605 (2019)CrossRef Bortoluzzi, D.B., Gomes, G.F., Hirayama, D., Ancelotti, A.C.: Development of a 3D reinforcement by tufting in carbon fiber/epoxy composites. Int. J. Adv. Manuf. Technol. 100(5–8), 1593–1605 (2019)CrossRef
12.
go back to reference Funari, M.F., Greco, F., Lonetti, P.: A cohesive finite element model based ALE formulation for z-pins reinforced multilayered composite beams. Procedia. Struct. Integr. 2, 452–459 (2016)CrossRef Funari, M.F., Greco, F., Lonetti, P.: A cohesive finite element model based ALE formulation for z-pins reinforced multilayered composite beams. Procedia. Struct. Integr. 2, 452–459 (2016)CrossRef
13.
go back to reference Mohamed, G., Allegri, G., Yasaee, M., Hallett, S.R.: Cohesive element formulation for z-pin delamination bridging in fibre reinforced laminates. Int. J. Solids Struct. 132, 232–244 (2018)CrossRef Mohamed, G., Allegri, G., Yasaee, M., Hallett, S.R.: Cohesive element formulation for z-pin delamination bridging in fibre reinforced laminates. Int. J. Solids Struct. 132, 232–244 (2018)CrossRef
14.
go back to reference Kumar, N.J., Babu, P.R.: Analysis of mode I and mode II crack growth arrest mechanism with Z-fibre pins in composite laminated joint. Appl. Compos. Mater. 25(2), 365–379 (2018)CrossRef Kumar, N.J., Babu, P.R.: Analysis of mode I and mode II crack growth arrest mechanism with Z-fibre pins in composite laminated joint. Appl. Compos. Mater. 25(2), 365–379 (2018)CrossRef
15.
go back to reference Liao, B., Zhou, J., Ai, S., Lin, Y., Xi, L., Cao, Y., Xiao, D.: Comparison of laminate thickness on the low velocity impact behaviors for z-pinned composite laminates. Int. J. Mech. Sci. 204, 106567 (2021)CrossRef Liao, B., Zhou, J., Ai, S., Lin, Y., Xi, L., Cao, Y., Xiao, D.: Comparison of laminate thickness on the low velocity impact behaviors for z-pinned composite laminates. Int. J. Mech. Sci. 204, 106567 (2021)CrossRef
16.
go back to reference Vazquez, J.T., Castanié, B., Barrau, J.J., Swiergiel, N.: Multi-level analysis of low-cost z-pinned composite joints: Part 2: Joint behaviour. Compos. A. Appl. Sci. Manuf. 42(12), 2082–2092 (2011)CrossRef Vazquez, J.T., Castanié, B., Barrau, J.J., Swiergiel, N.: Multi-level analysis of low-cost z-pinned composite joints: Part 2: Joint behaviour. Compos. A. Appl. Sci. Manuf. 42(12), 2082–2092 (2011)CrossRef
17.
go back to reference Zhang, B., Allegri, G., Yasaee, M., Hallett, S.R., Partridge, I.K.: On the delamination self-sensing function of z-pinned composite laminates. Compos. Sci. Technol. 128, 138–146 (2016)CrossRef Zhang, B., Allegri, G., Yasaee, M., Hallett, S.R., Partridge, I.K.: On the delamination self-sensing function of z-pinned composite laminates. Compos. Sci. Technol. 128, 138–146 (2016)CrossRef
18.
go back to reference Cartié, D.D., Dell’Anno, G., Poulin, E., Partridge, I.K.: 3D reinforcement of stiffener-to-skin T-joints by z-pinning and tufting. Eng. Fract. Mech. 73(16), 2532–2540 (2006)CrossRef Cartié, D.D., Dell’Anno, G., Poulin, E., Partridge, I.K.: 3D reinforcement of stiffener-to-skin T-joints by z-pinning and tufting. Eng. Fract. Mech. 73(16), 2532–2540 (2006)CrossRef
19.
go back to reference Zhang, X., Li, Y., Chu, Q., Xiao, J.: Experimental study on the performance of twisted fiber reinforced composite z-pin, pp. 20–25. Proceedings of the 21th International Conference on Composite Materials, Xi’an, China (2017) Zhang, X., Li, Y., Chu, Q., Xiao, J.: Experimental study on the performance of twisted fiber reinforced composite z-pin, pp. 20–25. Proceedings of the 21th International Conference on Composite Materials, Xi’an, China (2017)
20.
go back to reference Hoffmann, J., Scharr, G.: Pull-out performance of rectangular z-pins in hot-cured carbon fiber reinforced laminates. Compos. Struct. 186, 62–67 (2018)CrossRef Hoffmann, J., Scharr, G.: Pull-out performance of rectangular z-pins in hot-cured carbon fiber reinforced laminates. Compos. Struct. 186, 62–67 (2018)CrossRef
21.
go back to reference Knaupp, M., Baudach, F., Franck, J., Scharr, G.: Impact and post-impact properties of cfrp laminates reinforced with rectangular z-pins. Compos. Sci. Technol. 87, 218–223 (2013)CrossRef Knaupp, M., Baudach, F., Franck, J., Scharr, G.: Impact and post-impact properties of cfrp laminates reinforced with rectangular z-pins. Compos. Sci. Technol. 87, 218–223 (2013)CrossRef
22.
go back to reference Grigoriou, K., Ladani, R.B., Mouritz, A.P.: Electrical properties of multifunctional z-pinned sandwich composites. Compos. Sci. Technol. 170, 60–69 (2019)CrossRef Grigoriou, K., Ladani, R.B., Mouritz, A.P.: Electrical properties of multifunctional z-pinned sandwich composites. Compos. Sci. Technol. 170, 60–69 (2019)CrossRef
23.
go back to reference Ravindran, A.R., Ladani, R.B., Wang, C.H., Mouritz, A.P.: Synergistic mode II delamination toughening of composites using multi-scale carbon-based reinforcements. Compos. A. Appl. Sci. Manuf. 117, 103–115 (2019)CrossRef Ravindran, A.R., Ladani, R.B., Wang, C.H., Mouritz, A.P.: Synergistic mode II delamination toughening of composites using multi-scale carbon-based reinforcements. Compos. A. Appl. Sci. Manuf. 117, 103–115 (2019)CrossRef
24.
go back to reference Fan, W., Dong, J., Wei, B., Zhi, C., Yu, L., Xue, L., Li, L.: Fast and accurate bending modulus prediction of 3D woven composites via experimental modal analysis. Polym. Test. 78, 105938 (2019)CrossRef Fan, W., Dong, J., Wei, B., Zhi, C., Yu, L., Xue, L., Li, L.: Fast and accurate bending modulus prediction of 3D woven composites via experimental modal analysis. Polym. Test. 78, 105938 (2019)CrossRef
25.
go back to reference Abdellah, M.Y., Mohamed, A.F., Hasan, M.K.: Characteristic analysis: Vibration behaviour of composite laminated structures compared to monotonic materials. IJMME-IJENS. 19, 57–69 (2019) Abdellah, M.Y., Mohamed, A.F., Hasan, M.K.: Characteristic analysis: Vibration behaviour of composite laminated structures compared to monotonic materials. IJMME-IJENS. 19, 57–69 (2019)
26.
go back to reference De Borbón, F., Ambrosini, D., Curadelli, O.: Damping response of composites beams with carbon nanotubes. Compos. B. Eng. 60, 106–110 (2014)CrossRef De Borbón, F., Ambrosini, D., Curadelli, O.: Damping response of composites beams with carbon nanotubes. Compos. B. Eng. 60, 106–110 (2014)CrossRef
27.
go back to reference Bortoluzzi, D.B., Oliver, G.A., Ancelotti Junior, A.C., Gomes, G.F.: An experimental dynamic analysis of z-pinned unidirectional CFRP beams. Compos. Struct. 273, 114237 (2021)CrossRef Bortoluzzi, D.B., Oliver, G.A., Ancelotti Junior, A.C., Gomes, G.F.: An experimental dynamic analysis of z-pinned unidirectional CFRP beams. Compos. Struct. 273, 114237 (2021)CrossRef
28.
go back to reference Barbosa, L.C.M., Gomes, G., Junior, A.C.A.: Prediction of temperature-frequency-dependent mechanical properties of composites based on thermoplastic liquid resin reinforced with carbon fibers using artificial neural networks. Int. J. Adv. Manuf. Technol. 105(5), 2543–2556 (2019)CrossRef Barbosa, L.C.M., Gomes, G., Junior, A.C.A.: Prediction of temperature-frequency-dependent mechanical properties of composites based on thermoplastic liquid resin reinforced with carbon fibers using artificial neural networks. Int. J. Adv. Manuf. Technol. 105(5), 2543–2556 (2019)CrossRef
29.
go back to reference Di Benedetto, R.M., Botelho, E.C., Janotti, A., Junior, A.A., Gomes, G.F.: Development of an artificial neural network for predicting energy absorption capability of thermoplastic commingled composites. Compos. Struct. 257, 113131 (2021)CrossRef Di Benedetto, R.M., Botelho, E.C., Janotti, A., Junior, A.A., Gomes, G.F.: Development of an artificial neural network for predicting energy absorption capability of thermoplastic commingled composites. Compos. Struct. 257, 113131 (2021)CrossRef
30.
go back to reference Parikh, H.H., Gohil, P.P.: Experimental determination of tribo behavior of fiber-reinforced composites and its prediction with artificial neural networks. In: Durability and Life Prediction in Biocomposites, Fibre-Reinforced Composites and Hybrid Composites, pp. 301–320. Woodhead Publishing (2019)CrossRef Parikh, H.H., Gohil, P.P.: Experimental determination of tribo behavior of fiber-reinforced composites and its prediction with artificial neural networks. In: Durability and Life Prediction in Biocomposites, Fibre-Reinforced Composites and Hybrid Composites, pp. 301–320. Woodhead Publishing (2019)CrossRef
31.
go back to reference Lepšík, P., Kulhavý, P.: Design optimization of composite parts using doe method, pp. 200–205. 58th ICMD 2017 (2017) Lepšík, P., Kulhavý, P.: Design optimization of composite parts using doe method, pp. 200–205. 58th ICMD 2017 (2017)
32.
go back to reference Almeida, J.H.S., Jr., Angrizani, C.C., Botelho, E.C., Amico, S.C.: Effect of fiber orientation on the shear behavior of glass fiber/epoxy composites. Mater. Des. 1980–2015(65), 789–795 (2015)CrossRef Almeida, J.H.S., Jr., Angrizani, C.C., Botelho, E.C., Amico, S.C.: Effect of fiber orientation on the shear behavior of glass fiber/epoxy composites. Mater. Des. 1980–2015(65), 789–795 (2015)CrossRef
33.
go back to reference Ibrahim, Y., Melenka, G.W., Kempers, R.: Flexural properties of three-dimensional printed continuous wire polymer composites. Mater. Sci. Technol. 35(12), 1471–1482 (2019)CrossRef Ibrahim, Y., Melenka, G.W., Kempers, R.: Flexural properties of three-dimensional printed continuous wire polymer composites. Mater. Sci. Technol. 35(12), 1471–1482 (2019)CrossRef
34.
go back to reference Bortoluzzi, D.B., Aparecida Diniz, C., Luiz Junho Pereira, J., Francis Ribeiro, R., Jr., Ferreira Gomes, G., Carlos Ancelotti, A., Jr.: On the influence of rectangular z-pins parameters on mode II delamination resistance of through the thickness reinforced composites. Compos. Struct. p. 116509. Elsevier BV (2022). https://doi.org/10.1016/j.compstruct.2022.116509 Bortoluzzi, D.B., Aparecida Diniz, C., Luiz Junho Pereira, J., Francis Ribeiro, R., Jr., Ferreira Gomes, G., Carlos Ancelotti, A., Jr.: On the influence of rectangular z-pins parameters on mode II delamination resistance of through the thickness reinforced composites. Compos. Struct. p. 116509. Elsevier BV (2022). https://​doi.​org/​10.​1016/​j.​compstruct.​2022.​116509
35.
go back to reference Pegorin, F., Pingkarawat, K., Daynes, S., Mouritz, A.P.: Influence of z-pin length on the delamination fracture toughness and fatigue resistance of pinned composites. Compos. B. Eng. 78, 298–307 (2015)CrossRef Pegorin, F., Pingkarawat, K., Daynes, S., Mouritz, A.P.: Influence of z-pin length on the delamination fracture toughness and fatigue resistance of pinned composites. Compos. B. Eng. 78, 298–307 (2015)CrossRef
36.
go back to reference Koh, T.M., Isa, M.D., Feih, S., Mouritz, A.P.: Experimental assessment of the damage tolerance of z-pinned T-stiffened composite panels. Compos. B. Eng. 44(1), 620–627 (2013)CrossRef Koh, T.M., Isa, M.D., Feih, S., Mouritz, A.P.: Experimental assessment of the damage tolerance of z-pinned T-stiffened composite panels. Compos. B. Eng. 44(1), 620–627 (2013)CrossRef
37.
go back to reference Mouritz, A.P.: Review of z-pinned composite laminates. Compos. A. Appl. Sci. Manuf. 38(12), 2383–2397 (2007)CrossRef Mouritz, A.P.: Review of z-pinned composite laminates. Compos. A. Appl. Sci. Manuf. 38(12), 2383–2397 (2007)CrossRef
38.
go back to reference Mouritz, A.P.: Review of z-pinned laminates and sandwich composites. Compos. A. Appl. Sci. Manuf. 139, 106128 (2020)CrossRef Mouritz, A.P.: Review of z-pinned laminates and sandwich composites. Compos. A. Appl. Sci. Manuf. 139, 106128 (2020)CrossRef
39.
go back to reference Kostopoulos, V., Sarantinos, N., Tsantzalis, S.: Review of through-the-thickness reinforced z-pinned composites. J. Compos. Sci. 4(1), 31 (2020)CrossRef Kostopoulos, V., Sarantinos, N., Tsantzalis, S.: Review of through-the-thickness reinforced z-pinned composites. J. Compos. Sci. 4(1), 31 (2020)CrossRef
40.
go back to reference Vazquez, J.T., Castanié, B., Barrau, J.J., Swiergiel, N.: Multi-level analysis of low-cost z-pinned composite joints: Part 1: Single z-pin behaviour. Compos. A. Appl. Sci. Manuf. 42(12), 2070–2081 (2011)CrossRef Vazquez, J.T., Castanié, B., Barrau, J.J., Swiergiel, N.: Multi-level analysis of low-cost z-pinned composite joints: Part 1: Single z-pin behaviour. Compos. A. Appl. Sci. Manuf. 42(12), 2070–2081 (2011)CrossRef
41.
go back to reference Fert, M.M.: An investigation of the mechanical performance of z-pin reinforced composites. Imperial College London (2016). (PhD Thesis) Fert, M.M.: An investigation of the mechanical performance of z-pin reinforced composites. Imperial College London (2016). (PhD Thesis)
42.
go back to reference Ravindran, A.R., Ladani, R.B., Wang, C.H., Mouritz, A.P.: Hierarchical mode I and mode II interlaminar toughening of z-pinned composites using 1D and 2D carbon nanofillers. Compos. A. Appl. Sci. Manuf. 124, 105470 (2019)CrossRef Ravindran, A.R., Ladani, R.B., Wang, C.H., Mouritz, A.P.: Hierarchical mode I and mode II interlaminar toughening of z-pinned composites using 1D and 2D carbon nanofillers. Compos. A. Appl. Sci. Manuf. 124, 105470 (2019)CrossRef
43.
go back to reference Loh, T.W., Ladani, R.B., Ravindran, A., Das, R., Kandare, E., Mouritz, A.P.: Z-Pinned composites with combined delamination toughness and delamination self-repair properties. Compos. A. Appl. Sci. Manuf. 149, 106566 (2021)CrossRef Loh, T.W., Ladani, R.B., Ravindran, A., Das, R., Kandare, E., Mouritz, A.P.: Z-Pinned composites with combined delamination toughness and delamination self-repair properties. Compos. A. Appl. Sci. Manuf. 149, 106566 (2021)CrossRef
44.
go back to reference Werdine, D., Oliver, G.A., de Almeida, F.A., de Lourdes Noronha, M., Gomes, G.F.: Analysis of the properties of the self-compacting concrete mixed with tire rubber waste based on design of experiments. Structures. 33, 3461–3474 (2021)CrossRef Werdine, D., Oliver, G.A., de Almeida, F.A., de Lourdes Noronha, M., Gomes, G.F.: Analysis of the properties of the self-compacting concrete mixed with tire rubber waste based on design of experiments. Structures. 33, 3461–3474 (2021)CrossRef
45.
go back to reference Mouritz, A.P., Chang, P., Isa, M.D.: Z-pin composites: Aerospace structural design considerations. J. Aerosp. Eng. 24(4), 425–432 (2011)CrossRef Mouritz, A.P., Chang, P., Isa, M.D.: Z-pin composites: Aerospace structural design considerations. J. Aerosp. Eng. 24(4), 425–432 (2011)CrossRef
46.
go back to reference Haykin, S.: Neural networks and learning machines. 3rd edition. Pearson Education India (2009) Haykin, S.: Neural networks and learning machines. 3rd edition. Pearson Education India (2009)
47.
go back to reference Diniz, C.A., Cunha, S.S., Gomes, G.F., Ancelotti, A.C.: Optimization of the layers of composite materials from neural networks with Tsai–Wu failure criterion. J. Fail. Anal. Prev. 19(3), 709–715 (2019)CrossRef Diniz, C.A., Cunha, S.S., Gomes, G.F., Ancelotti, A.C.: Optimization of the layers of composite materials from neural networks with Tsai–Wu failure criterion. J. Fail. Anal. Prev. 19(3), 709–715 (2019)CrossRef
48.
go back to reference Ribeiro Junior, F.R., de Almeida, F.A., Gomes, G.F.: Fault classification in three-phase motors based on vibration signal analysis and artificial neural networks. Neural. Comput. Appl. 32(18), 15171–15189 (2020)CrossRef Ribeiro Junior, F.R., de Almeida, F.A., Gomes, G.F.: Fault classification in three-phase motors based on vibration signal analysis and artificial neural networks. Neural. Comput. Appl. 32(18), 15171–15189 (2020)CrossRef
49.
go back to reference Ribeiro Junior, R.F., Methodoly, I.A.D.S.A., Campos, M.M., Teixeira, C.E., da Silva, L.E.B., Gomes, G.F.: Fault detection and diagnosis in electric motors using 1d convolutional neural networks with multi-channel vibration signals. Measurement. 190, 110759 (2022)CrossRef Ribeiro Junior, R.F., Methodoly, I.A.D.S.A., Campos, M.M., Teixeira, C.E., da Silva, L.E.B., Gomes, G.F.: Fault detection and diagnosis in electric motors using 1d convolutional neural networks with multi-channel vibration signals. Measurement. 190, 110759 (2022)CrossRef
Metadata
Title
An Experimental Characterisation on Rectangular Z-Pinned Parameters in the Dynamic Modal Responses of Reinforced Composites
Authors
Daniel Brighenti Bortoluzzi
Camila Aparecida Diniz
Ronny Francis Ribeiro Junior
Matheus Brendon Francisco
Antonio Carlos Ancelotti Junior
Guilherme Ferreira Gomes
Publication date
08-02-2023
Publisher
Springer Netherlands
Published in
Applied Composite Materials / Issue 2/2023
Print ISSN: 0929-189X
Electronic ISSN: 1573-4897
DOI
https://doi.org/10.1007/s10443-023-10102-2

Other articles of this Issue 2/2023

Applied Composite Materials 2/2023 Go to the issue

Premium Partners