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Abstract

In this paper, a new six-dimensional hyperchaotic system is proposed and some basic dynamical properties including bifurcation diagrams, Lyapunov exponents and phase portraits are investigated. Furthermore, the electronic circuit of this novel hyperchaotic system is simulated on the Multisim platform, and the simulation results are agreed well with the numerical simulation of the same hyperchaotic system on the Matlab platform. Finally, a control method based on Deep Belief Network is proposed to track and control the proposed hyperchaotic system. In this method, the function of the hyperchaotic system is studied by Deep Belief Network and a high precision fitting function is obtained. Then a controller which is composed of the fitting function and the tracking reference signal is designed to achieve the tracking control of hyperchaotic systems. Simulation results verify the effectiveness and feasibility of this method.

Details

1009240
Title
Dynamical analysis, circuit implementation and deep belief network control of new six-dimensional hyperchaotic system
Author
Yi Lingzhi 1 ; Xiao Weihong 1   VIAFID ORCID Logo  ; Yu, Wenxin 2 ; Wang Binren 1 

 School of Information Engineering, Xiangtan University, Xiangtan, China 
 School of Information and Electrical Engineering, Hunan University of Science and Technology, Xiangtan, China; College of Electrical & Information Engineering, Hunan University, Changsha, China 
Volume
12
Issue
4
Pages
361-375
Publication year
2018
Publication date
Dec 2018
Publisher
Sage Publications Ltd.
Place of publication
Brentwood
Country of publication
United Kingdom
ISSN
17483018
e-ISSN
17483026
Source type
Scholarly Journal
Language of publication
English
Document type
Journal Article
ProQuest document ID
2312554460
Document URL
https://www.proquest.com/scholarly-journals/dynamical-analysis-circuit-implementation-deep/docview/2312554460/se-2?accountid=208611
Copyright
© The Author(s) 2018. This work is licensed under the Creative Commons  Attribution – Non-Commercial License http://creativecommons.org/licenses/by-nc/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Last updated
2023-11-26
Database
2 databases
  • ProQuest One Academic
  • ProQuest One Academic