A nonlinear parametric model order reduction approach based on random selection of parameters and hyper-reduction is proposed and applied for the computation of the induced electric field in a subject’s head due to transcranial magnetic stimulation. The resulting reduced order model dramatically decreases computational times when simulating several positions and orientations of the excitation coil in a chosen region of interest. In particular the proposed model allows to obtain field solutions in a faster way with respect to classical solvers as Finite Element Methods without losing accuracy.

Fast Model Order Reduction-Based Approach for Transcranial Magnetic Stimulation With Varying Coil Positioning

Sami Barmada;Shayan Dodge;Nunzia Fontana;Mauro Tucci;
2026-01-01

Abstract

A nonlinear parametric model order reduction approach based on random selection of parameters and hyper-reduction is proposed and applied for the computation of the induced electric field in a subject’s head due to transcranial magnetic stimulation. The resulting reduced order model dramatically decreases computational times when simulating several positions and orientations of the excitation coil in a chosen region of interest. In particular the proposed model allows to obtain field solutions in a faster way with respect to classical solvers as Finite Element Methods without losing accuracy.
2026
Codecasa, Lorenzo; Zhu, Xiaojie; Di Rienzo, Luca; Barmada, Sami; Dodge, Shayan; Fontana, Nunzia; Tucci, Mauro; Pichiecchio, Anna; Cosentino, Giuseppe;...espandi
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11568/1350952
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