Improved genetic algorithm for optimization design of a three-dimensional braided composite joint
Source abstract
Abstract
Abstract In this study, we develop an algorithm for the optimization design of a three-dimensional (3D) braided composite joint. The design is a typical optimization problem with high computational expense in terms of objective evaluation and a highly dimensional design domain. The algorithm is established in the framework of a Genetic Algorithm (GA) that integrates the Steepest Descend Method (SDM), and it is improved according to the characteristics of the abovementioned problem. A Structural Strength Computational Model (SSCM) for the mechanical performance analysis of the joint is also developed to evaluate the optimization objective , and the model is experimentally verified. Results show that structural strength increases significantly after optimization. During optimization, the coupling relationship between stress distribution and material properties leads to the problem of nonlinearity and multimodality. The GA searches globally, which prevents the result from locally converging, and provides excellent initial solutions for the SDM. Then, the SDM searches locally with high-efficiency and increases the accuracy of the solutions. This method is precise and efficient for the abovementioned optimization problem.
Source: openaire · Quality: candidate unverified · Source record ↗
Research context
OpenAlex topics: Topology Optimization in Engineering · Composite Structure Analysis and Optimization · Structural Load-Bearing Analysis
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
References (56)
Show source-provided references
1. A review on optimization of composite structures Part I: laminated composites
2. The stochastic finite element method: past, present and future10.1016/j.cma.2008.11.007 ↗
3. Nonlinear buckling optimization of composite structures10.1016/j.cma.2010.02.005 ↗
4. Method of moving asymptotes — a new method for structural optimization10.1002/nme.1620240207 ↗
5. Multi-objective optimization of laminated composite beam structures using NSGA-II algorithm10.1016/j.compstruct.2017.02.038 ↗
6. Buckling optimization of laminated truncated conical shells subjected to external hydrostatic compression10.1016/j.compositesb.2017.09.065 ↗
7. Optimization by simulated annealing10.1126/science.220.4598.671 ↗
8. Kennedy J, Eberhart R. Particle Swarm Optimization. In Proceedings of IEEE International Conference on Neural Networks IV, 1995. pp. 1942–8.10.1109/ICNN.1995.488968 ↗
9. Structural shape optimization by IGABEM and particle swarm optimization algorithm10.1016/j.enganabound.2017.12.007 ↗
10. Yang · 2008
11. Mixed variable structural optimization using Firefly Algorithm10.1016/j.compstruc.2011.08.002 ↗
12. Genetic algorithms in search
13. Winter · 1995 · 150
14. Banzhaf · 2005 · 215
15. Colorni · 1991 · 134
16. Differential evolution as applied to electromagnetics10.1109/MAP.2011.5773566 ↗
17. A multi-populations multi-strategies differential evolution algorithm for structural optimization of metal nanoclusters10.1016/j.cpc.2016.08.002 ↗
18. Adamidis · 1994
19. Cantú-Paz E. A summary of research on parallel genetic algorithms. IlliGAL Report No. 95007, 1995.
20. Adaptive probabilities of crossover and mutations in GAs
21. Messy genetic algorithms: motivation, analysis and first results
22. Matching horizon features using a messy genetic algorithm10.1016/S0045-7825(99)00399-0 ↗
23. Horn J, Nafpliotis N, Goldberg DE. A niched Pareto genetic algorithm for multiobjective optimization. In: Evolutionary Computation, 1994, IEEE World Congress on Computational Intelligence, Proceedings of the First IEEE Conference on, IEEE, 11 January 2002. p. 82–87.10.1109/ICEC.1994.350037 ↗
24. Fluid genetic algorithm (FGA)
25. Genetic algorithm and its applications to mechanical engineering: a review
26. Structural strength and laminate optimization of self-twisting composite hydrofoils using a Genetic Algorithm10.1016/j.compstruct.2017.05.012 ↗
27. Isogeometric analysis and Genetic Algorithm for shape-adaptive composite marine propellers10.1016/j.cma.2014.10.028 ↗
28. Smoothed finite element and genetic algorithm based optimization for shape adaptive composite marine propellers10.1016/j.compstruct.2013.10.016 ↗
29. Parametric local multiview hamming distance metric learning10.1016/j.patcog.2017.06.018 ↗
30. Norouzi M, Punjani A, Fleet DJ. Fast search in hamming space with multi-index hashing. In: IEEE Conference on Computer Vision and Pattern Recognition, IEEE Computer Society, 2012. p. 3108–15.10.1109/CVPR.2012.6248043 ↗
31. Genetic algorithms with sharing for multimodal function optimization
32. Genetic algorithm, noise, and the sizing of populations
33. Cormen · 2009 · 118
34. Steepest descent paths on simplicial meshes of arbitrary dimensions10.1016/j.cag.2013.05.003 ↗
35. A new optimization method for the determination of classical force fields, application to the united atom force field of short alkanes10.1016/j.fluid.2016.08.023 ↗
36. Parameterized unit-cell models for stiffness performance analyses of three-dimensional n-directional braided composites10.1177/0731684416651498 ↗
37. An analytical constitutive model for progressive damage analysis of three-dimensional braided composites
38. Progressive damage and failure analysis of three-dimensional braided composites subjected to biaxial tension and compression10.1016/j.compstruct.2017.11.041 ↗
39. Simulation of the mechanical properties of fibrous composites by the bridging micromechanics model10.1016/S1359-835X(00)00142-1 ↗
40. A bridging model prediction of the ultimate strength of composite laminates subjected to biaxial loads10.1016/S0266-3538(03)00220-3 ↗
41. A study of three-dimensional four-step braided piezo ceramic composites by the homogenization method10.1016/S0266-3538(01)00090-2 ↗
42. Homogenization-based continuum plasticity-damage model for ductile failure of materials containing heterogeneities10.1016/j.jmps.2009.04.002 ↗
43. ABAQUS Theory Manual, HKS Inc., 2010.
44. Linde · 2002
45. Microscopic failure mechanisms of fiber-reinforced polymer composites under transverse tension and compression10.1016/j.compscitech.2012.08.001 ↗
46. A criterion for crack initiation in glassy polymers subjected to a composite-like stress state10.1016/S0266-3538(96)00090-5 ↗
47. Progressive damage and nonlinear analysis of 3D four-directional braided composites under unidirectional tension10.1016/j.compstruct.2008.07.016 ↗
48. Failure locus of 3D four-directional braided composites under biaxial loading10.1007/s10443-011-9206-y ↗
49. Micromechanical view of failure of the matrix in fibrous composite materials10.1016/S0266-3538(03)00017-4 ↗
50. The brittle strength of orthotropic materials10.1177/002199836700100210 ↗
51. A general theory of strength for anisotropic materials10.1177/002199837100500106 ↗
52. Mechanics of composite materials
53. Analysis of composites: a survey10.1115/1.3167081 ↗
54. A new analytical model for calculation of stiffness of three-dimensional four-directional braided composites10.1016/j.compstruct.2011.09.010 ↗
55. Finite element prediction of the impact compressive properties of three-dimensional braided composites using multiscale model10.1016/j.compstruct.2015.03.066 ↗
56. Bogdanovich · 1996