Synchronization between two linearly coupled reservoir computers

Wancheng Hu, Yibin Zhang, Rencai Ma, Qionglin Dai and Junzhong Yang

Chaos, Solitons & Fractals, 2022, vol. 157, issue C

Abstract: Reservoir computing, using a model-free algorithm, has drawn considerable attention in the past few years. In this work, we use a reservoir computer to reconstruct the attractor of its learned chaotic system. We present a form of interaction between two reservoir computers inspired by the diffusion coupling of oscillators. By mixing the readout of two reservoir computers with an appropriate coupling strength, we present the complete synchronization of reservoir computers. Numerical experiments are performed to verify the theory.

Keywords: Reservoir computing; Model-free algorithm; Chaotic system; Synchronization (search for similar items in EconPapers)
Date: 2022
References: View references in EconPapers View complete reference list from CitEc
Citations: View citations in EconPapers (5)

Downloads: (external link)
http://www.sciencedirect.com/science/article/pii/S0960077922000935
Full text for ScienceDirect subscribers only

Related works:
This item may be available elsewhere in EconPapers: Search for items with the same title.

Export reference: BibTeX RIS (EndNote, ProCite, RefMan) HTML/Text

Persistent link: https://EconPapers.repec.org/RePEc:eee:chsofr:v:157:y:2022:i:c:s0960077922000935

DOI: 10.1016/j.chaos.2022.111882

Access Statistics for this article

Chaos, Solitons & Fractals is currently edited by Stefano Boccaletti and Stelios Bekiros

More articles in Chaos, Solitons & Fractals from Elsevier
Bibliographic data for series maintained by Thayer, Thomas R. ().