2 papers
cs.GR2026
SLIM: Learning an Operator for Material-Efficient 3D Lattice Refinement
Yueze Zhu, Yu Xing, Tianyang Xue +4
Lattice inverse-design methods can generate cells that match prescribed effective properties, but property feasibility does not imply material efficiency. Removing redundant materi…
cond-mat.mtrl-sci2022
PH-Net: Parallelepiped Microstructure Homogenization via 3D Convolutional Neural Networks
Hao Peng, An Liu, Jingcheng Huang +3
Microstructures are attracting academic and industrial interests with the rapid development of additive manufacturing. The numerical homogenization method has been well studied for…