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Erschienen in: Soft Computing 15/2022

04.05.2022 | Optimization

Deep multiobjective design optimization of CFRP isogrid tubes using lichtenberg algorithm

verfasst von: João Luiz Junho Pereira, Matheus Brendon Francisco, Ronny Francis Ribeiro, Sebastião Simões Cunha, Guilherme Ferreira Gomes

Erschienen in: Soft Computing | Ausgabe 15/2022

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Abstract

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.

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Metadaten
Titel
Deep multiobjective design optimization of CFRP isogrid tubes using lichtenberg algorithm
verfasst von
João Luiz Junho Pereira
Matheus Brendon Francisco
Ronny Francis Ribeiro
Sebastião Simões Cunha
Guilherme Ferreira Gomes
Publikationsdatum
04.05.2022
Verlag
Springer Berlin Heidelberg
Erschienen in
Soft Computing / Ausgabe 15/2022
Print ISSN: 1432-7643
Elektronische ISSN: 1433-7479
DOI
https://doi.org/10.1007/s00500-022-07105-9

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