Response estimation and system identification of dynamical systems via physics-informed neural networks

Abstract The accurate modelling of structural dynamics is crucial across numerous engineering applications, such as Structural Health Monitoring (SHM), structural design optimisation, and vibration control. Often, these models originate from physics-based principles and can be derived from correspon...

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Bibliographic Details
Main Authors: Marcus Haywood-Alexander, Giacomo Arcieri, Antonios Kamariotis, Eleni Chatzi
Format: Article
Language:English
Published: SpringerOpen 2025-04-01
Series:Advanced Modeling and Simulation in Engineering Sciences
Subjects:
Online Access:https://doi.org/10.1186/s40323-025-00291-9
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