Finite-Time Passivity of Adaptive Coupled Neural Networks with Undirected and Directed Topologies

Jin Liang Wang; Xiao Xiao Zhang; Huai Ning Wu; Tingwen Huang; Qing Wang

doi:10.1109/TCYB.2018.2882252

Finite-Time Passivity of Adaptive Coupled Neural Networks with Undirected and Directed Topologies

Jin Liang Wang^*
, Xiao Xiao Zhang
, Huai Ning Wu
, Tingwen Huang
, Qing Wang

^*Corresponding author for this work

School of Automation Science and Electrical Engineering

Tiangong University
Linyi University
Texas A&M University at Qatar

Research output: Contribution to journal › Article › peer-review

52 Scopus citations

Abstract

In this paper, the finite-time passivity (FTP) problem for two classes of coupled neural networks (CNNs) with adaptive coupling weights is discussed. By selecting appropriate adaptive laws and controllers, several FTP conditions are given for CNNs with undirected and directed topologies. Furthermore, some finite-time synchronization conditions are also established by employing the FTP of the CNNs. At last, two numeral examples are used to check the correctness of the obtained criteria.

Original language	English
Article number	8573151
Pages (from-to)	2014-2025
Number of pages	12
Journal	IEEE Transactions on Cybernetics
Volume	50
Issue number	5
DOIs	https://doi.org/10.1109/TCYB.2018.2882252
State	Published - May 2020

Keywords

Adaptive coupling weights
coupled neural networks (CNNs)
finite-time passivity (FTP)
finite-time synchronization (FTS)

Access to Document

10.1109/TCYB.2018.2882252

Cite this

@article{9fca6638e1014a1eb7c446134996a176,

title = "Finite-Time Passivity of Adaptive Coupled Neural Networks with Undirected and Directed Topologies",

abstract = "In this paper, the finite-time passivity (FTP) problem for two classes of coupled neural networks (CNNs) with adaptive coupling weights is discussed. By selecting appropriate adaptive laws and controllers, several FTP conditions are given for CNNs with undirected and directed topologies. Furthermore, some finite-time synchronization conditions are also established by employing the FTP of the CNNs. At last, two numeral examples are used to check the correctness of the obtained criteria.",

keywords = "Adaptive coupling weights, coupled neural networks (CNNs), finite-time passivity (FTP), finite-time synchronization (FTS)",

author = "Wang, \{Jin Liang\} and Zhang, \{Xiao Xiao\} and Wu, \{Huai Ning\} and Tingwen Huang and Qing Wang",

note = "Publisher Copyright: {\textcopyright} 2013 IEEE.",

year = "2020",

month = may,

doi = "10.1109/TCYB.2018.2882252",

language = "英语",

volume = "50",

pages = "2014--2025",

journal = "IEEE Transactions on Cybernetics",

issn = "2168-2267",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

number = "5",

}

TY - JOUR

T1 - Finite-Time Passivity of Adaptive Coupled Neural Networks with Undirected and Directed Topologies

AU - Wang, Jin Liang

AU - Zhang, Xiao Xiao

AU - Wu, Huai Ning

AU - Huang, Tingwen

AU - Wang, Qing

PY - 2020/5

Y1 - 2020/5

N2 - In this paper, the finite-time passivity (FTP) problem for two classes of coupled neural networks (CNNs) with adaptive coupling weights is discussed. By selecting appropriate adaptive laws and controllers, several FTP conditions are given for CNNs with undirected and directed topologies. Furthermore, some finite-time synchronization conditions are also established by employing the FTP of the CNNs. At last, two numeral examples are used to check the correctness of the obtained criteria.

AB - In this paper, the finite-time passivity (FTP) problem for two classes of coupled neural networks (CNNs) with adaptive coupling weights is discussed. By selecting appropriate adaptive laws and controllers, several FTP conditions are given for CNNs with undirected and directed topologies. Furthermore, some finite-time synchronization conditions are also established by employing the FTP of the CNNs. At last, two numeral examples are used to check the correctness of the obtained criteria.

KW - Adaptive coupling weights

KW - coupled neural networks (CNNs)

KW - finite-time passivity (FTP)

KW - finite-time synchronization (FTS)

UR - https://www.scopus.com/pages/publications/85058652207

U2 - 10.1109/TCYB.2018.2882252

DO - 10.1109/TCYB.2018.2882252

M3 - 文章

C2 - 30561357

AN - SCOPUS:85058652207

SN - 2168-2267

VL - 50

SP - 2014

EP - 2025

JO - IEEE Transactions on Cybernetics

JF - IEEE Transactions on Cybernetics

IS - 5

M1 - 8573151

ER -

Finite-Time Passivity of Adaptive Coupled Neural Networks with Undirected and Directed Topologies

Abstract

Keywords

Access to Document

Other files and links

Fingerprint

Cite this