126 citations · 371 across the 12 of their papers we have counts for
3 papers · 1 filter
Deep energy method in topology optimization applications
Junyan He, Shashank Kushwaha, Charul Chadha +3
This paper explores the possibilities of applying physics-informed neural networks (PINNs) in topology optimization (TO) by introducing a fully self-supervised TO framework that is…
LatticeOPT: A heuristic topology optimization framework for thin-walled, 2D extruded lattices
Junyan He, Shashank Kushwaha, Diab Abueidda +1
This paper introduces a heuristic topology optimization framework for thin-walled, 2D extruded lattice structures subject to complex high-speed loading. The proposed framework opti…
Exploring the structure-property relations of thin-walled, 2D extruded lattices using neural networks
Junyan He, Shashank Kushwaha, Diab Abueidda +1
This paper investigates the structure-property relations of thin-walled lattices under dynamic longitudinal compression, characterized by their cross-sections and heights. These re…