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Genetic Algorithm Optimization Design of Gradient Conformal Chiral Metamaterials and 3D Printing Verification for Morphing Wings

Qian Zheng et al · KeAi Communications Co., Ltd · 2024

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Abstract This paper proposes a gradient conformal design technique to modify the multi-directional stiffness characteristics of 3D printed chiral metamaterials, using various airfoil shapes. The method ensures the integrity of chiral cell nodal circles while improving load transmission efficiency and enhancing manufacturing precision for 3D printing applications. A parametric design framework, integrating finite element analysis and optimization modules, is developed to enhance the wing’s multidirectional stiffness. The optimization process demonstrates that the distribution of chiral structural ligaments and nodal circles significantly affects wing deformation. The stiffness gradient optimization results reveal a variation of over 78% in tail stiffness performance between the best and worst parameter combinations. Experimental outcomes suggest that this strategy can develop metamaterials with enhanced deformability, offering a promising approach for designing morphing wings.

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APA 7

al, Q. Z. E. (2024). Genetic Algorithm Optimization Design of Gradient Conformal Chiral Metamaterials and 3D Printing Verification for Morphing Wings. https://doi.org/10.1186/s10033-024-01132-3

MLA

al, Qian Zheng et. "Genetic Algorithm Optimization Design of Gradient Conformal Chiral Metamaterials and 3D Printing Verification for Morphing Wings." 2024. https://doi.org/10.1186/s10033-024-01132-3.

Chicago

al, Qian Zheng et. 2024. "Genetic Algorithm Optimization Design of Gradient Conformal Chiral Metamaterials and 3D Printing Verification for Morphing Wings.". https://doi.org/10.1186/s10033-024-01132-3.

Harvard

al, Q. Z. E. 2024, Genetic Algorithm Optimization Design of Gradient Conformal Chiral Metamaterials and 3D Printing Verification for Morphing Wings, KeAi Communications Co, Ltd, available at: https://doi.org/10.1186/s10033-024-01132-3 [Accessed 8 Aug. 2026].

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Title
Genetic Algorithm Optimization Design of Gradient Conformal Chiral Metamaterials and 3D Printing Verification for Morphing Wings
Author / contributors
Qian Zheng et al
Publisher
KeAi Communications Co., Ltd
Publication year
2024
ISSN
2192-8258
ISSN
2192-8258
Language
English

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