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

^*此作品的通讯作者

自动化科学与电气工程学院

Tiangong University
Linyi University
Texas A&M University at Qatar

科研成果: 期刊稿件 › 文章 › 同行评审

52 引用（Scopus）

摘要

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.

源语言	英语
文章编号	8573151
页（从-至）	2014-2025
页数	12
期刊	IEEE Transactions on Cybernetics
卷	50
期	5
DOI	https://doi.org/10.1109/TCYB.2018.2882252
出版状态	已出版 - 5月 2020

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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",

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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)

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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

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