We propose a projection-based model order reduction procedure for a general class of parametric quasi-static problems in nonlinear mechanics with internal variables. The methodology is integrated in the industrial finite element code code (Formula presented.) aster. Model order reduction aims to lower the computational cost of engineering studies that involve the simulation to a costly high-fidelity differential model for many different parameters, which correspond, for example to material properties or initial and boundary conditions. We develop an adaptive algorithm based on a POD-Greedy strategy, and we develop an hyper-reduction strategy based on an element-wise empirical quadrature in order to speed up the assembly costs of the reduced-order model by building an appropriate reduced mesh. We introduce a cost-efficient error indicator which relies on the reconstruction of the stress field by a Gappy-POD strategy. We present numerical results for a three-dimensional elastoplastic system in order to illustrate and validate the methodology.

A projection-based reduced-order model for parametric quasi-static nonlinear mechanics using an open-source industrial code / Agouzal, E; Argaud, J-P; Bergmann, M; Ferté, G; Taddei, T. - In: INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING. - ISSN 0029-5981. - (2024). [10.1002/nme.7385]

A projection-based reduced-order model for parametric quasi-static nonlinear mechanics using an open-source industrial code

Taddei t
2024

Abstract

We propose a projection-based model order reduction procedure for a general class of parametric quasi-static problems in nonlinear mechanics with internal variables. The methodology is integrated in the industrial finite element code code (Formula presented.) aster. Model order reduction aims to lower the computational cost of engineering studies that involve the simulation to a costly high-fidelity differential model for many different parameters, which correspond, for example to material properties or initial and boundary conditions. We develop an adaptive algorithm based on a POD-Greedy strategy, and we develop an hyper-reduction strategy based on an element-wise empirical quadrature in order to speed up the assembly costs of the reduced-order model by building an appropriate reduced mesh. We introduce a cost-efficient error indicator which relies on the reconstruction of the stress field by a Gappy-POD strategy. We present numerical results for a three-dimensional elastoplastic system in order to illustrate and validate the methodology.
2024
empirical quadrature procedure; hyperreduction; model order reduction; nonlinear mechanics; parametrized partial differential equations
01 Pubblicazione su rivista::01a Articolo in rivista
A projection-based reduced-order model for parametric quasi-static nonlinear mechanics using an open-source industrial code / Agouzal, E; Argaud, J-P; Bergmann, M; Ferté, G; Taddei, T. - In: INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING. - ISSN 0029-5981. - (2024). [10.1002/nme.7385]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1745012
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