Learning Topology-Aware Representations for Mechanics-Relevant TPMS Metamaterials

Learning informative representations of mechanical Triply Periodic Minimal Surface (TPMS) metamaterials is important for mechanics analysis and structural design, yet existing methods have rarely explicitly supervised learned representations with information about global structural connectivity…