264 citations · 1.3k across the 16 of their papers we have counts for
Showing 2020Show all
2 papers · 1 filter
cs.CE2020★ 200 cited
Data-driven topology optimization of spinodoid metamaterials with seamlessly tunable anisotropy
Li Zheng, Siddhant Kumar, Dennis M. Kochmann
We present a two-scale topology optimization framework for the design of macroscopic bodies with an optimized elastic response, which is achieved by means of a spatially-variant ce…
cs.CE2020★ 264 cited
Unsupervised discovery of interpretable hyperelastic constitutive laws
Moritz Flaschel, Siddhant Kumar, Laura De Lorenzis
We propose a new approach for data-driven automated discovery of isotropic hyperelastic constitutive laws. The approach is unsupervised, i.e., it requires no stress data but only d…