Modeling nonlinear oscillator networks using physics-informed hybrid reservoir computing

Abstract Surrogate modeling of non-linear oscillator networks remains challenging due to discrepancies between simplified analytical models and real-world complexity. To bridge this gap, we investigate hybrid reservoir computing, combining reservoir computing with “expert” analytical models. Simulat...

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Bibliographic Details
Main Authors: Andrew Shannon, Conor Houghton, David A. W. Barton, Martin Homer
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-025-03957-x
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