PD and PI Control for Passivity and Synchronization of Coupled Neural Networks with Multi-Weights

Wang, JL; Zhao, LH

PD and PI Control for Passivity and Synchronization of Coupled Neural Networks with Multi-Weights

Wang, JL Zhao, LH

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Publisher:: IEEE COMPUTER SOC
Publication Type:: Journal Article
Citation:: IEEE Transactions on Network Science and Engineering, 2021, 8, (1), pp. 790-802
Issue Date:: 2021-01-01

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Field	Value	Language
dc.contributor.author	Wang, JL
dc.contributor.author	Zhao, LH
dc.date.accessioned	2024-03-19T03:20:24Z
dc.date.available	2024-03-19T03:20:24Z
dc.date.issued	2021-01-01
dc.identifier.citation	IEEE Transactions on Network Science and Engineering, 2021, 8, (1), pp. 790-802
dc.identifier.issn	2327-4697
dc.identifier.issn	2327-4697
dc.identifier.uri	http://hdl.handle.net/10453/176908
dc.description.abstract	This paper mainly discusses the passivity and synchronization for a coupled neural networks with multi-weights (CNNMWs) by virtue of devised proportional-integral-derivative (PID) controllers. On one side, several passivity criteria for the CNNMWs are put forward on the basis of suitable Lyapunov functional, inequality techniques and devised proportional-derivative (PD) controller, and the output-strict passivity is employed to cope with the synchronization of the CNNMWs. On the other side, we also investigate the passivity of the CNNMWs by choosing appropriate proportional-integral (PI) controller, and a criterion of synchronization is developed for the CNNMWs. Lastly, the obtained criteria of passivity and synchronization are verified by adopting two numerical examples.
dc.language	English
dc.publisher	IEEE COMPUTER SOC
dc.relation.ispartof	IEEE Transactions on Network Science and Engineering
dc.relation.isbasedon	10.1109/TNSE.2021.3052889
dc.rights	info:eu-repo/semantics/closedAccess
dc.title	PD and PI Control for Passivity and Synchronization of Coupled Neural Networks with Multi-Weights
dc.type	Journal Article
utslib.citation.volume	8
pubs.organisational-group	University of Technology Sydney
pubs.organisational-group	University of Technology Sydney/Faculty of Engineering and Information Technology
pubs.organisational-group	University of Technology Sydney/Faculty of Engineering and Information Technology/School of Computer Science
utslib.copyright.status	closed_access	*
dc.date.updated	2024-03-19T03:20:22Z
pubs.issue	1
pubs.publication-status	Published
pubs.volume	8
utslib.citation.issue	1

Abstract:

This paper mainly discusses the passivity and synchronization for a coupled neural networks with multi-weights (CNNMWs) by virtue of devised proportional-integral-derivative (PID) controllers. On one side, several passivity criteria for the CNNMWs are put forward on the basis of suitable Lyapunov functional, inequality techniques and devised proportional-derivative (PD) controller, and the output-strict passivity is employed to cope with the synchronization of the CNNMWs. On the other side, we also investigate the passivity of the CNNMWs by choosing appropriate proportional-integral (PI) controller, and a criterion of synchronization is developed for the CNNMWs. Lastly, the obtained criteria of passivity and synchronization are verified by adopting two numerical examples.

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http://hdl.handle.net/10453/176908