有翼种子的计算仿生学

IF 7.8 1区 计算机科学 Q1 COMPUTER SCIENCE, SOFTWARE ENGINEERING ACM Transactions on Graphics Pub Date : 2024-11-19 DOI:10.1145/3687899
Qiqin Le, Jiamu Bu, Yanke Qu, Bo Zhu, Tao Du
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引用次数: 0

摘要

我们开发了一种计算管道,以促进有翼种子的生物仿生设计。我们的方法利用天然有翼种子的三维扫描,通过在三维差分群中对它们进行大地坐标插值来构建生物启发设计空间。我们用概率性能目标制定空气动力学设计任务,并调整无梯度优化器来探索设计空间,高效率、高效益地最小化性能目标期望值。我们的管道发现了新型有翼种子设计,它们在空气动力学任务(包括远距离扩散和制导飞行)中的表现优于自然对应物。我们通过展示设计空间中选定有翼种子的纸质模型,验证了我们管道的物理保真度,并报告了它们在模拟和现实中类似的空气动力学行为。
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Computational Biomimetics of Winged Seeds
We develop a computational pipeline to facilitate the biomimetic design of winged seeds. Our approach leverages 3D scans of natural winged seeds to construct a bio-inspired design space by interpolating them with geodesic coordinates in the 3D diffeomorphism group. We formulate aerodynamic design tasks with probabilistic performance objectives and adapt a gradient-free optimizer to explore the design space and minimize the expectation of performance objectives efficiently and effectively. Our pipeline discovers novel winged seed designs that outperform natural counterparts in aerodynamic tasks, including long-distance dispersal and guided flight. We validate the physical fidelity of our pipeline by showcasing paper models of selected winged seeds in the design space and reporting their similar aerodynamic behaviors in simulation and reality.
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来源期刊
ACM Transactions on Graphics
ACM Transactions on Graphics 工程技术-计算机:软件工程
CiteScore
14.30
自引率
25.80%
发文量
193
审稿时长
12 months
期刊介绍: ACM Transactions on Graphics (TOG) is a peer-reviewed scientific journal that aims to disseminate the latest findings of note in the field of computer graphics. It has been published since 1982 by the Association for Computing Machinery. Starting in 2003, all papers accepted for presentation at the annual SIGGRAPH conference are printed in a special summer issue of the journal.
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