25 citations · 95 across the 16 of their papers we have counts for
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cs.CE2020★ 6 cited
Scalable Deep-Learning-Accelerated Topology Optimization for Additively Manufactured Materials
Sirui Bi, Jiaxin Zhang, Guannan Zhang
Topology optimization (TO) is a popular and powerful computational approach for designing novel structures, materials, and devices. Two computational challenges have limited the ap…
cs.CE2020★ 4 cited
Thermodynamic Consistent Neural Networks for Learning Material Interfacial Mechanics
Jiaxin Zhang, Congjie Wei, Chenglin Wu
For multilayer materials in thin substrate systems, interfacial failure is one of the most challenges. The traction-separation relations (TSR) quantitatively describe the mechanica…