Deep multiobjective design optimization of CFRP isogrid tubes using lichtenberg algorithm
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 mod...
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| Vydáno v: | Soft computing (Berlin, Germany) Ročník 26; číslo 15; s. 7195 - 7209 |
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| Médium: | Journal Article |
| Jazyk: | angličtina |
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Berlin/Heidelberg
Springer Berlin Heidelberg
01.08.2022
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| ISSN: | 1432-7643, 1433-7479 |
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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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| AbstractList | 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. |
| Author | Gomes, Guilherme Ferreira Francisco, Matheus Brendon Pereira, João Luiz Junho Ribeiro, Ronny Francis Cunha, Sebastião Simões |
| Author_xml | – sequence: 1 givenname: João Luiz Junho orcidid: 0000-0001-9923-7419 surname: Pereira fullname: Pereira, João Luiz Junho email: joaoluizjp@gmail.com organization: Mechanical Engineering Institute, Federal University of Itajubá (UNIFEI) – sequence: 2 givenname: Matheus Brendon surname: Francisco fullname: Francisco, Matheus Brendon organization: Mechanical Engineering Institute, Federal University of Itajubá (UNIFEI) – sequence: 3 givenname: Ronny Francis surname: Ribeiro fullname: Ribeiro, Ronny Francis organization: Mechanical Engineering Institute, Federal University of Itajubá (UNIFEI) – sequence: 4 givenname: Sebastião Simões surname: Cunha fullname: Cunha, Sebastião Simões organization: Mechanical Engineering Institute, Federal University of Itajubá (UNIFEI) – sequence: 5 givenname: Guilherme Ferreira surname: Gomes fullname: Gomes, Guilherme Ferreira organization: Mechanical Engineering Institute, Federal University of Itajubá (UNIFEI) |
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| Cites_doi | 10.1016/j.compositesa.2018.01.010 10.1016/j.promfg.2020.04.123 10.1016/j.compscitech.2009.08.012 10.1016/j.procir.2021.03.053 10.1016/j.eswa.2021.115939 10.1007/s00158-013-0943-4 10.1108/EC-12-2019-0564 10.1016/j.camwa.2011.11.057 10.1016/j.compstruc.2021.106508 10.1080/0305215X.2020.1839442 10.1108/EC-04-2020-0222 10.1016/j.compstruct.2005.07.015 10.1016/j.compstruct.2015.06.047 10.1007/978-3-540-31880-4_35 10.1016/j.matdes.2019.107664 10.4314/ijest.v5i1.4 10.1016/j.apm.2019.07.061 10.1016/j.eswa.2017.07.045 10.14429/dsj.59.1488 10.1007/s10443-018-9692-2 10.1016/j.engappai.2020.104055 10.1016/j.compstruct.2016.12.061 10.1016/j.compstruct.2006.06.025 10.1007/s00158-020-02672-7 10.1016/j.eswa.2015.10.039 10.1007/s10489-017-1019-8 10.1016/j.eswa.2020.114522 10.1016/j.finel.2008.01.015 10.1080/10426914.2021.1926489 10.1007/s11831-021-09663-x |
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| Keywords | Composites Multi-objective optimization Isogrid structure Buckling Lichtenberg algorithm |
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| Title | Deep multiobjective design optimization of CFRP isogrid tubes using lichtenberg algorithm |
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