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Deep multiobjective design optimization of CFRP isogrid tubes using lichtenberg algorithm

delete2022-05-04
delete23
PRE
AI
J
João Luiz Junho Pereira *
M
Matheus Brendon Francisco
R
Ronny Francis Ribeiro
S
Sebastião Simões da Cunha
G
Guilherme Ferreira Gomes
DOI:10.1007/s00500-022-07105-9delete
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摘要

摘要

En 中文
The lattice structures use has increased in several sectors due to the potential for mass reduction without significant rigidity loss. In this paper, an isogrid tube multi-objective optimization considering six objectives is presented. The finite element method was applied to develop a numerical model for this complex structure, and a new optimization algorithm called the Multi-objective Lichtenberg Algorithm was used to find all the best possible designs. The optimizations were made considering two methodologies: (i) using a surrogate model derived from the design of experiments considering the response surface model and (ii) finite element updating, a direct link between the meta-heuristic and the numerical model. The latter is unprecedented in the literature for isogrid tubes and proved to be the best methodology, besides not even needing explicit equations. It discovered isogrid tube designs using TOPSIS that reduced at least 45.69% of the mass, 18.4% of the instability coefficient, 61.76% of the TW, and increased the natural frequency by at least 52.57%. The results show that optimizations via finite element updating associated with meta-heuristics not only allow the true interpretation of complex problems nature through real Pareto fronts, but can also deliver innovative results.
Keyword:
Isogrid structure
Lichtenberg algorithm
Multi-objective optimization
Composites
Buckling

期刊

Soft Computing 封面图
Soft Computing
IF:
2.5
论文数:
1.0W
被引数:
2.1W

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