Insights on the use of genetic algorithm to tessellate voronoi structures in materials science

IF 6.6 2区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Journal of Materials Research and Technology-Jmr&t Pub Date : 2025-01-01 DOI:10.1016/j.jmrt.2024.12.063
Luana Souza Almeida , Paulo Rangel Rios
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Abstract

The advances in manufacturing technologies have enabled the production of Voronoi structures. The main advantage of these complex designs is their lightweight and enhanced mechanical properties, such as high buckling resistance. Some applications of Voronoi structures are in reducing the weight of automotive and aerospace parts and developing biomedical implants. Metaheuristics are being used to optimize these structures while improving their mechanical properties. Hence, in this study, a systematic review is conducted to identify the trends and gaps in the use of the Genetic Algorithm to optimize two and three-dimensional Voronoi structures. The results mapped seven application domains and suggest that future research should combine manufacturability and optimization constraints, such as additive manufacturing restrictions. In addition, alternative materials (e.g., ceramics and metals) could be used to create specimens for the mechanical tests, and other approaches to finite element simulation are required to speed up the optimization process. The quantitative analysis suggests that this is an emerging topic, with few researchers in local groups cooperating to develop the field.
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在材料科学中使用遗传算法镶嵌voronoi结构的见解
制造技术的进步使Voronoi结构的生产成为可能。这些复杂设计的主要优点是它们的轻量化和增强的机械性能,如高抗屈曲性。Voronoi结构的一些应用是减轻汽车和航空航天部件的重量,以及开发生物医学植入物。元启发式被用来优化这些结构,同时提高它们的机械性能。因此,在本研究中,进行了系统的回顾,以确定使用遗传算法优化二维和三维Voronoi结构的趋势和差距。研究结果映射了七个应用领域,并建议未来的研究应结合可制造性和优化约束,如增材制造约束。此外,可以使用替代材料(例如陶瓷和金属)来创建机械测试的样品,并且需要其他有限元模拟方法来加快优化过程。定量分析表明,这是一个新兴的课题,很少有地方团体的研究人员合作开发该领域。
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来源期刊
Journal of Materials Research and Technology-Jmr&t
Journal of Materials Research and Technology-Jmr&t Materials Science-Metals and Alloys
CiteScore
8.80
自引率
9.40%
发文量
1877
审稿时长
35 days
期刊介绍: The Journal of Materials Research and Technology is a publication of ABM - Brazilian Metallurgical, Materials and Mining Association - and publishes four issues per year also with a free version online (www.jmrt.com.br). The journal provides an international medium for the publication of theoretical and experimental studies related to Metallurgy, Materials and Minerals research and technology. Appropriate submissions to the Journal of Materials Research and Technology should include scientific and/or engineering factors which affect processes and products in the Metallurgy, Materials and Mining areas.
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