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Technion - Israel Institute of Technology(以色列理工学院)

2026-07-16 至 2026-07-16 共收录 1
2607.13174 2026-07-16 physics.comp-ph cs.CE cs.RO 新提交

Towards end-to-end optimization in multimaterial 3D printing

迈向多材料3D打印中的端到端优化

Xue-Ling Luo, Steven Yang, Jingye Tan, Robert F. Shepherd, Noy Cohen, Nikolaos Bouklas

机构 * addressline= Sibley School of Mechanical Aerospace Engineering, Cornell University , city= Ithaca , state= NY , country= USA addressline= Department of Aerospace \& Mechanical Engineering, University of Southern California , city= Los Angeles , state= CA , country= USA addressline= Department of Materials Science Engineering, Technion - Israel Institute of Technology , city= Haifa , country= Israel addressline= Pasteur Labs , city= Brooklyn , state= NY , country= USA

AI总结 针对多材料3D打印中优化空间材料分布与结构拓扑的难题,提出将稀疏物理增强神经网络与有限元拓扑优化集成的端到端框架,通过提取本构定律实现精确微分,应用于软机器人抓手,可取代经验原型制作,建立实用的机器学习设计模型。

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