Finite-Time Synchronization and H∞Synchronization for Coupled Neural Networks With Multistate or Multiderivative Couplings

Jin Liang Wang; Han Yu Wu; Tingwen Huang; Shun Yan Ren

doi:10.1109/TNNLS.2022.3184487

Finite-Time Synchronization and H_∞Synchronization for Coupled Neural Networks With Multistate or Multiderivative Couplings

Jin Liang Wang
, Han Yu Wu
, Tingwen Huang
, Shun Yan Ren^*

^*Corresponding author for this work

Tiangong University
Southeast University, Nanjing
Texas A&M University at Qatar

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

28 Scopus citations

Abstract

This article investigates the finite-time synchronization (FTS) and H8 synchronization for two types of coupled neural networks (CNNs), that is, the cases with multistate couplings and with multiderivative couplings. By designing appropriate state feedback controllers and parameter adjustment strategies, some FTS and finite-time H8 synchronization criteria for CNNs with multistate couplings are derived. In addition, we further consider the FTS and finite-time H8 synchronization problems for CNNs with multiderivative couplings by utilizing state feedback control approach and selecting suitable parameter adjustment schemes. Finally, two simulation examples are given to demonstrate the effectiveness of the proposed criteria.

Original language	English
Pages (from-to)	1628-1638
Number of pages	11
Journal	IEEE Transactions on Neural Networks and Learning Systems
Volume	35
Issue number	2
DOIs	https://doi.org/10.1109/TNNLS.2022.3184487
State	Published - 1 Feb 2024
Externally published	Yes

Keywords

Coupled neural networks (CNNs)
finite-time H8 synchronization
finite-time synchronization (FTS)
multiderivative couplings
multistate couplings.

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10.1109/TNNLS.2022.3184487

Cite this

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title = "Finite-Time Synchronization and H∞Synchronization for Coupled Neural Networks With Multistate or Multiderivative Couplings",

abstract = "This article investigates the finite-time synchronization (FTS) and H8 synchronization for two types of coupled neural networks (CNNs), that is, the cases with multistate couplings and with multiderivative couplings. By designing appropriate state feedback controllers and parameter adjustment strategies, some FTS and finite-time H8 synchronization criteria for CNNs with multistate couplings are derived. In addition, we further consider the FTS and finite-time H8 synchronization problems for CNNs with multiderivative couplings by utilizing state feedback control approach and selecting suitable parameter adjustment schemes. Finally, two simulation examples are given to demonstrate the effectiveness of the proposed criteria.",

keywords = "Coupled neural networks (CNNs), finite-time H8 synchronization, finite-time synchronization (FTS), multiderivative couplings, multistate couplings.",

author = "Wang, \{Jin Liang\} and Wu, \{Han Yu\} and Tingwen Huang and Ren, \{Shun Yan\}",

note = "Publisher Copyright: {\textcopyright} 2012 IEEE.",

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doi = "10.1109/TNNLS.2022.3184487",

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T1 - Finite-Time Synchronization and H∞Synchronization for Coupled Neural Networks With Multistate or Multiderivative Couplings

AU - Wang, Jin Liang

AU - Wu, Han Yu

AU - Huang, Tingwen

AU - Ren, Shun Yan

PY - 2024/2/1

Y1 - 2024/2/1

N2 - This article investigates the finite-time synchronization (FTS) and H8 synchronization for two types of coupled neural networks (CNNs), that is, the cases with multistate couplings and with multiderivative couplings. By designing appropriate state feedback controllers and parameter adjustment strategies, some FTS and finite-time H8 synchronization criteria for CNNs with multistate couplings are derived. In addition, we further consider the FTS and finite-time H8 synchronization problems for CNNs with multiderivative couplings by utilizing state feedback control approach and selecting suitable parameter adjustment schemes. Finally, two simulation examples are given to demonstrate the effectiveness of the proposed criteria.

AB - This article investigates the finite-time synchronization (FTS) and H8 synchronization for two types of coupled neural networks (CNNs), that is, the cases with multistate couplings and with multiderivative couplings. By designing appropriate state feedback controllers and parameter adjustment strategies, some FTS and finite-time H8 synchronization criteria for CNNs with multistate couplings are derived. In addition, we further consider the FTS and finite-time H8 synchronization problems for CNNs with multiderivative couplings by utilizing state feedback control approach and selecting suitable parameter adjustment schemes. Finally, two simulation examples are given to demonstrate the effectiveness of the proposed criteria.

KW - Coupled neural networks (CNNs)

KW - finite-time H8 synchronization

KW - finite-time synchronization (FTS)

KW - multiderivative couplings

KW - multistate couplings.

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M3 - 文章

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AN - SCOPUS:85184518660

SN - 2162-237X

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JO - IEEE Transactions on Neural Networks and Learning Systems

JF - IEEE Transactions on Neural Networks and Learning Systems

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Finite-Time Synchronization and H_∞Synchronization for Coupled Neural Networks With Multistate or Multiderivative Couplings

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Keywords

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