Model-free prediction of multistability using echo state network

DOI10.1063/5.0119963MaRDI QIDQ6570740

Chittaranjan Hens, Mousumi Roy, Swarnendu Mandal, Awadhesh Prasad, Manish Dev Shrimali, N. V. Kuznetsov

Publication date: 10 July 2024

Published in: Chaos (Search for Journal in Brave)

Mathematics Subject Classification ID

Dynamical systems and ergodic theory (37-XX) Ordinary differential equations (34-XX)

Cites Work

• A Mathematical Theory of Communication
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• Using machine learning to replicate chaotic attractors and calculate Lyapunov exponents from data
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• Real and financial market interactions in a multiplier-accelerator model: Nonlinear dynamics, multistability and stylized facts
• Controlling Dynamics of Hidden Attractors
• Complicated basins and the phenomenon of amplitude death in coupled hidden attractors
• Model-free inference of unseen attractors: reconstructing phase space features from a single noisy trajectory using Reservoir computing
• Model-free prediction of multistability using echo state network

Related Items (3)

Machine learning based prediction of phase ordering dynamics ⋮ Data-informed reservoir computing for efficient time-series prediction ⋮ Model-free prediction of multistability using echo state network

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