Stable Characteristics Optimization of Anti-Symmetric Cylindrical Shell with Laminated Carbon Fiber Composite
Abstract
:1. Introduction
2. Anti-Symmetric Cylindrical Shell
2.1. Finite Element Model
2.2. Problem Description
2.3. Design Variable
2.3.1. The Layer Thickness t
2.3.2. The Initial Natural Radius R
2.3.3. The Central Angle θ
2.3.4. The Layer Angle α
2.3.5. Analysis of the Influence Level of Design Variables
3. Multi-Objective Optimization Model Based on NSGA-Ⅱ Algorithm
3.1. Specimen Point Collection
3.2. Approximate Model
3.3. Optimization Results
4. Experimental Verification
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Properties | Values | Units |
---|---|---|
Longitudinal Young’s modulus (E11) | 130 | GPa |
Transverse Young’s modulus (E22) | 10 | GPa |
Poisson’s ratio (μ) | 0.3 | |
Shear modulus (G12) | 4.4 | GPa |
Longitudinal thermal expansion coefficient (α11) | −0.018 | 10–6/°C |
Transverse thermal expansion coefficient (α22) | 30 | 10–6/°C |
Indicators (Standard Values) | Fst | Fsb | Smax |
---|---|---|---|
R2 (>0.9) | 0.9962 | 0.9571 | 0.9760 |
RMSE (<0.2) | 0.0130 | 0.0434 | 0.0297 |
(<0.2) | 0.0101 | 0.0329 | 0.0215 |
(<0.3) | 0.0519 | 0.1247 | 0.1313 |
Parameters | θ (°) | R (mm) | γ (°) | t (mm) |
---|---|---|---|---|
Initial specimen | 45 | 25 | 110 | 0.10 |
Specimen 1 | 45.7 | 20 | 149.9 | 0.10 |
Specimen 2 | 40.8 | 25 | 120 | 0.10 |
Parameters | Finite Element Solution | Response Surface Solution | Relative Error | ||||||
---|---|---|---|---|---|---|---|---|---|
Fst (N) | Fsb (N) | S (MPa) | Fst (N) | Fsb (N) | S (MPa) | Fst (%) | Fsb (%) | S (%) | |
Initial specimen | 27.0 | 10.5 | 212.1 | 25.8 | 9.8 | 201.8 | 4.8 | 7.1 | 5.1 |
Specimen 1 | 33.8 | 14.9 | 235.9 | 34.9 | 14.9 | 241.5 | 3.2 | 0.5 | 2.3 |
Specimen 2 | 23.3 | 12.3 | 246.6 | 22.9 | 11.2 | 250.6 | 2.1 | 9.0 | 1.6 |
Parameters | Fst | Fsb |
---|---|---|
Specimen 1 | 25.14% | 42.34% |
Specimen 2 | −13.52% | 16.72% |
Exp (N) | FE (N) | Relative Error (%) | ||
---|---|---|---|---|
Transition load in Snap-through | Initial specimen | 28.6 | 27.0 | 5.59 |
Specimen 1 | 30.0 | 34.9 | 12.67 | |
Specimen 2 | 27.0 | 22.9 | 13.71 | |
Transition load in Snap-back | Initial specimen | 9.3 | 10.5 | 12.90 |
Specimen 1 | 18 | 14.9 | 17.22 | |
Specimen 2 | 13.5 | 11.2 | 8.89 |
Fst | Fsb | |
---|---|---|
Specimen 1 | 4.90% | 93.60% |
Specimen 2 | −5.59% | 45.20% |
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Sun, M.; Zhou, H.; Liao, C.; Zhang, Z.; Zhang, G.; Jiang, S.; Zhang, F. Stable Characteristics Optimization of Anti-Symmetric Cylindrical Shell with Laminated Carbon Fiber Composite. Materials 2022, 15, 933. https://doi.org/10.3390/ma15030933
Sun M, Zhou H, Liao C, Zhang Z, Zhang G, Jiang S, Zhang F. Stable Characteristics Optimization of Anti-Symmetric Cylindrical Shell with Laminated Carbon Fiber Composite. Materials. 2022; 15(3):933. https://doi.org/10.3390/ma15030933
Chicago/Turabian StyleSun, Min, Huping Zhou, Chongjie Liao, Zheng Zhang, Guang Zhang, Shaofei Jiang, and Feng Zhang. 2022. "Stable Characteristics Optimization of Anti-Symmetric Cylindrical Shell with Laminated Carbon Fiber Composite" Materials 15, no. 3: 933. https://doi.org/10.3390/ma15030933