activity
20182025
most citedSimilarity Equivariant Graph Neural Networks for Homogenization of Metamaterials

14 citations · 37 across the 6 of their papers we have counts for

collaborators

6 papers

cs.LG2025

Equivariant Flow Matching for Symmetry-Breaking Bifurcation Problems

Fleur Hendriks, Ondřej Rokoš, Martin Doškář +2

Bifurcation phenomena in nonlinear dynamical systems often lead to multiple coexisting stable solutions, particularly in the presence of symmetry breaking. Deterministic machine le…

cond-mat.soft2025

Wallpaper Group-Based Mechanical Metamaterials: Dataset Including Mechanical Responses

Fleur Hendriks, Vlado Menkovski, Martin Doškář +3

Mechanical metamaterials often exhibit pattern transformations through instabilities, enabling applications in, e.g., soft robotics, sound reduction, and biomedicine. These transfo…

cs.CE2024★ 8 cited

Reduced-order modeling for second-order computational homogenization with applications to geometrically parameterized elastomeric metamaterials

T. Guo, V. G. Kouznetsova, M. G. D. Geers +2

The structural properties of mechanical metamaterials are typically studied with two-scale methods based on computational homogenization. Because such materials have a complex micr…

cond-mat.soft2024★ 14 cited

Similarity Equivariant Graph Neural Networks for Homogenization of Metamaterials

Fleur Hendriks, Vlado Menkovski, Martin Doškář +2

Soft, porous mechanical metamaterials exhibit pattern transformations that may have important applications in soft robotics, sound reduction and biomedicine. To design these innova…

cond-mat.soft2023★ 14 cited

A Comparative Study of Enriched Computational Homogenization Schemes Applied to Two-Dimensional Pattern-Transforming Elastomeric Mechanical Metamaterials

S. O. Sperling, T. Guo, R. H. J. Peerlings +3

Elastomeric mechanical metamaterials exhibit unconventional behaviour, emerging from their microstructures often deforming in a highly nonlinear and unstable manner. Such microstru…

physics.app-ph2018★ 1 cited

Application of the method of multiple scales to unravel energy exchange in nonlinear locally resonant metamaterials

P. B. Silva, M. J. Leamy, M. G. D. Geers +1

In this paper, the effect of weak nonlinearities in 1D locally resonant metamaterials is investigated via the method of multiple scales. Commonly employed to the investigate the ef…