Lattice Metamaterials with Mesoscale Motifs: Exploration of Property Charts by Bayesian Optimization
| العنوان: | Lattice Metamaterials with Mesoscale Motifs: Exploration of Property Charts by Bayesian Optimization |
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| المؤلفون: | Roman Kulagin, Patrick Reiser, Kyryl Truskovskyi, Arnd Koeppe, Yan Beygelzimer, Yuri Estrin, Pascal Friederich, Peter Gumbsch |
| المصدر: | Advanced Engineering Materials |
| بيانات النشر: | Wiley, 2023. |
| سنة النشر: | 2023 |
| مصطلحات موضوعية: | General Materials Science, ddc:620, Condensed Matter Physics, Engineering & allied operations |
| الوصف: | Through the current work, the usefulness of the concept of architectured rod lattices based on unit cell motifs designed at mesoscale is demonstrated. Specifically, 2D triangular lattices with unit cells containing different numbers of rods are considered. Combinations of rods of two different types provide the lattices explored with a greater complexity and versatility. For mesocells with a large number of variable parameters, it is virtually impossible to calculate the entire set of the points mapping the material onto its property space, as the volume of calculations would be gigantic. The number of possible motifs increases exponentially with the number of rods. Herein, the lattice metamaterials with mesoscale motifs are investigated with the focus on their elastic properties by combining machine learning techniques (specifically, Bayesian optimization) with finite element computations. The proposed approach made it possible to construct property charts illustrating the evolution of the boundary of the elastic compliance tensor of lattice metamaterials with an increase in the number of rods of the mesocell when a full-factor experiment would not be possible. |
| وصف الملف: | application/pdf |
| تدمد: | 1527-2648 1438-1656 |
| URL الوصول: | https://explore.openaire.eu/search/publication?articleId=doi_dedup___::33b905ac096aac41101b35bea46f52c4 https://doi.org/10.1002/adem.202300048 |
| حقوق: | OPEN |
| رقم الأكسشن: | edsair.doi.dedup.....33b905ac096aac41101b35bea46f52c4 |
| قاعدة البيانات: | OpenAIRE |
| تدمد: | 15272648 14381656 |
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