Physics-informed neural networks for a highly nonlinear dynamic system

Abstract The micromachined beam fixed at both ends is an essential component of electrostatically-actuated Micro-Electro-Mechanical System (MEMS) based switches. The pull-in voltage and the response time are some of the most important parameters of this system. With physics-based approaches, the cha...

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Bibliographic Details
Main Authors: Ruxandra Barbulescu, Gabriela Ciuprina, Anton Duca, Paulo Machado, L. Miguel Silveira
Format: Article
Language:English
Published: SpringerOpen 2025-04-01
Series:Journal of Mathematics in Industry
Subjects:
Online Access:https://doi.org/10.1186/s13362-025-00172-1
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