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.
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Data Availability
The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.
Abbreviations
- DOE:
-
Design of experiments
- RSM:
-
Response surface methodology
- ANOVA:
-
Analysis of variance
- FRF:
-
Frequency response function
- FFT:
-
Fast Fourier transform
- CCD:
-
Central composite design
- ANN:
-
Artificial neural network
- CFRP:
-
Carbon fiber reinforced polymer
- UD:
-
Uni directional
- CAI:
-
Compression after impact
- QI:
-
Quasi-isotropic
- CNT:
-
Carbon nanotubes
- CNC:
-
Computer Numerical Control
- MWCNT:
-
Multi-walled carbon nanotubes
- VARTM:
-
Vacuum assisted resin transfer molding
- 2D:
-
Two dimensional
- 3D:
-
Three dimensional
- R 2 adj :
-
Adjusted coefficient of determination
- y :
-
Response variable
- β :
-
Model constant
- k :
-
Number of design parameters
- x 1 :
-
Factor
- x 2 :
-
Factor
- e :
-
Random error term
- ξ :
-
Damping ratio
- η :
-
Loss factor or loss coefficient
- ΔE :
-
Energy lost per radian
- U max :
-
Potential energy at maximum displacement
- ω r :
-
Resonance frequencies
- a i :
-
Vibration amplitude
- b i :
-
Vibration amplitude
- ω di :
-
Damped natural frequency
- x p :
-
Pin size
- x d :
-
Pin area density
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Funding
The authors would like to acknowledge the financial support from the Brazilian agency CAPES (Coordenacão de Aperfeicoamento de Pessoal de Nível Superior), CNPq (Conselho Nacional de Desenvolvimento Científico e Tecnológico), and FAPEMIG (Fundacão de Amparo à Pesquisa do Estado de Minas Gerais-APQ-00385-18).
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Bortoluzzi, D.B., Diniz, C.A., Ribeiro Junior, R.F. et al. An Experimental Characterisation on Rectangular Z-Pinned Parameters in the Dynamic Modal Responses of Reinforced Composites. Appl Compos Mater 30, 579–605 (2023). https://doi.org/10.1007/s10443-023-10102-2
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DOI: https://doi.org/10.1007/s10443-023-10102-2