Open Access iconOpen Access

ARTICLE

Adaptive Fixed-Time Synchronization of Delayed Memristor-Based Neural Networks with Discontinuous Activations

Tianyuan Jia1, Xiangyong Chen1,2,*, Xiurong Yao1,*, Feng Zhao1, Jianlong Qiu1

1 School of Automation and Electrical Engineering, and Key Laboratory of Complex Systems and Intelligent Computing in Universities of Shandong, Linyi University, Linyi, 276005, China
2 The Hubei Key Laboratory of Advanced Control and Intelligent Automation for Complex Systems, and School of Automation, China University of Geosciences, Wuhan, 430074, China

* Corresponding Authors: Xiangyong Chen. Email: email; Xiurong Yao. Email: email

(This article belongs to the Special Issue: Modeling and Analysis of Autonomous Intelligence)

Computer Modeling in Engineering & Sciences 2023, 134(1), 221-239. https://doi.org/10.32604/cmes.2022.020780

Abstract

Fixed-time synchronization (FTS) of delayed memristor-based neural networks (MNNs) with discontinuous activations is studied in this paper. Both continuous and discontinuous activations are considered for MNNs. And the mixed delays which are closer to reality are taken into the system. Besides, two kinds of control schemes are proposed, including feedback and adaptive control strategies. Based on some lemmas, mathematical inequalities and the designed controllers, a few synchronization criteria are acquired. Moreover, the upper bound of settling time (ST) which is independent of the initial values is given. Finally, the feasibility of our theory is attested by simulation examples.

Keywords


Cite This Article

APA Style
Jia, T., Chen, X., Yao, X., Zhao, F., Qiu, J. (2023). Adaptive fixed-time synchronization of delayed memristor-based neural networks with discontinuous activations. Computer Modeling in Engineering & Sciences, 134(1), 221-239. https://doi.org/10.32604/cmes.2022.020780
Vancouver Style
Jia T, Chen X, Yao X, Zhao F, Qiu J. Adaptive fixed-time synchronization of delayed memristor-based neural networks with discontinuous activations. Comput Model Eng Sci. 2023;134(1):221-239 https://doi.org/10.32604/cmes.2022.020780
IEEE Style
T. Jia, X. Chen, X. Yao, F. Zhao, and J. Qiu "Adaptive Fixed-Time Synchronization of Delayed Memristor-Based Neural Networks with Discontinuous Activations," Comput. Model. Eng. Sci., vol. 134, no. 1, pp. 221-239. 2023. https://doi.org/10.32604/cmes.2022.020780



cc Copyright © 2023 The Author(s). Published by Tech Science Press.
This work is licensed under a Creative Commons Attribution 4.0 International License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
  • 1757

    View

  • 847

    Download

  • 1

    Like

Share Link