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T. Guo

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Preprint Sep 2026

Reduced order modeling for micromorphic computational homogenization of mechanical metamaterials with patterning fluctuation fields

Mechanical metamaterials owe some of their exotic effective properties to microstructural instabilities such as buckling and pattern transformation. Their fine-scale geometry, combined with the interplay of local and nonlocal effects, renders direct numerical simulation (DNS) prohibitively expensive, if not intractable...

T. Guo, O. Rokos · 0 citations
Jul 2026

Residual-Driven Lifting Identification for Nonlinear-Manifold Reduced-Order Models of Parametrized Linear PDEs

We introduce a residual-driven procedure for training nonlinear-manifold reduced-order models for parametrized linear partial differential equations that, given prescribed latent and lifting spaces, identifies the nonlinear lifting without high-fidelity solution snapshots. The approximation is represented by a low-dime...

Francesco A. B. Silva, J. Ragusa, T. Guo et al. · 0 citations

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