A transformer-based architecture learns a structure-preserving reduced finite element model, with conservation laws held exactly by the finite element exterior calculus construction, for data-calibrated real-time digital twins.
Mfem: A modular finite element methods library
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Structure-Preserving Digital Twins via Conditional Neural Whitney Forms
A transformer-based architecture learns a structure-preserving reduced finite element model, with conservation laws held exactly by the finite element exterior calculus construction, for data-calibrated real-time digital twins.