246 citations · 987 across the 26 of their papers we have counts for
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cs.CE2024★ 19 cited
HyperCAN: Hypernetwork-Driven Deep Parameterized Constitutive Models for Metamaterials
Li Zheng, Dennis M. Kochmann, Siddhant Kumar
We introduce HyperCAN, a machine learning framework that utilizes hypernetworks to construct adaptable constitutive artificial neural networks for a wide range of beam-based metama…
cs.CE2024
A mixed-order quasicontinuum approach for beam-based architected materials with application to fracture
Kevin Kraschewski, Gregory P. Phlipot, Dennis M. Kochmann
Predicting the mechanics of large structural networks, such as beam-based architected materials, requires a multiscale computational strategy that preserves information about the d…