Dynamics-based predictions of infinite-dimensional complex systems using dynamical system deep learning method

Dynamics-based predictions of infinite-dimensional complex systems using dynamical system deep learning method

Predicting complex nonlinear chaotic dynamical systems constitutes a critical and formidable challenge across various disciplines. A novel methodology termed dynamical system deep learning (DSDL) has recently been introduced and utilized for the prediction of nonlinear chaotic dynamical systems. Thi...

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Bibliographic Details
Main Authors: Hao Li, Jianping Li, Zixiang Wu, Mingyu Wang, Guangcan Liu, Ruipeng Sun, Ruize Li, Ning Wang, Houbin Song, Shixin Zhen
Format: Article
Language:English
Published: IOP Publishing 2025-01-01
Series:Machine Learning: Science and Technology
Subjects:
dynamical system deep learning
infinite-dimensional dynamical systems
deep learning methods
Online Access:https://doi.org/10.1088/2632-2153/adc53b
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https://doi.org/10.1088/2632-2153/adc53b

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