Nonlinear fractional distributed Halanay inequality and application to neural network systems

被引:7
|
作者
Kassim, Mohammed D. [1 ]
Tatar, Nasser-eddine [2 ]
机构
[1] Imam Abdulrahman Bin Faisal Univ, Coll Engn, Dept Basic Engn Sci, POB 1982, Dammam, Saudi Arabia
[2] King Fahd Univ Petr & Minerals, Dept Math & Stat, Interdisciplinary Res Ctr Intelligent Mfg & Robot, Dhahran 31261, Saudi Arabia
关键词
Hopfield neural network; Mittag-Leffler stability; Caputo fractional derivative; Fractional Halanay inequality; STABILITY; PERMEABILITY; PREDICTION; OIL;
D O I
10.1016/j.chaos.2021.111130
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
The standard first order distributed Halanay inequality is generalized in more than one direction. We prove a fractional nonlinear version of this inequality for a large class of kernels which are not necessarily exponentially decaying to zero. This result is used to prove Mittag-Leffler stability of a Hopfiled neural network system with not necessarily globally Lipschitz continuous activation functions. Two classes of important admissible kernels and an example are provided to illustrate our findings. (c) 2021 Elsevier Ltd. All rights reserved.
引用
收藏
页数:7
相关论文
共 50 条
  • [21] Fractional neural network models for nonlinear Riccati systems
    Lodhi, Sadia
    Manzar, Muhammad Anwaar
    Raja, Muhammad Asif Zahoor
    NEURAL COMPUTING & APPLICATIONS, 2019, 31 (Suppl 1): : 359 - 378
  • [22] Neural network application to optimal control of nonlinear systems
    Kasac, J
    Novakovic, B
    COMPUTER AIDED OPTIMUM DESIGN OF STRUCTURES VII, 2001, 10 : 359 - 368
  • [23] LOCAL HALANAY'S INEQUALITY WITH APPLICATION TO FEEDBACK STABILIZATION
    Malisoff, Michael
    Mazenc, Frederic
    MATHEMATICAL CONTROL AND RELATED FIELDS, 2024,
  • [24] Mittag-Leffler Stability and Synchronization of Multi-delayed Fractional Neural Networks via Halanay Inequality
    Li, Lin-Wei
    Lu, Yu-Feng
    Wang, Feng-Xian
    Liu, Xin-Ge
    CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2025, 44 (02) : 862 - 887
  • [25] Application of neural network in track correlation of distributed multisensor systems
    He, You
    Tian, Bao-Guo
    Hangkong Xuebao/Acta Aeronautica et Astronautica Sinica, 2004, 25 (03): : 300 - 303
  • [26] Global fractional Halanay inequalities approach to finite-time stability of nonlinear fractional order delay systems
    Nguyen, Thi Thu Huong
    Nguyen, Nhu Thang
    Tran, Minh Nguyet
    JOURNAL OF MATHEMATICAL ANALYSIS AND APPLICATIONS, 2023, 525 (01)
  • [27] A Spatiotemporal Neural Network Modeling Method for Nonlinear Distributed Parameter Systems
    Lu, XinJiang
    Cui, Xiangbo
    IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021, 17 (03) : 1916 - 1926
  • [28] A NONLINEAR VERSION OF HALANAY'S INEQUALITY FOR THE UNIFORM CONVERGENCE TO THE ORIGIN
    Pepe, Pierdomenico
    MATHEMATICAL CONTROL AND RELATED FIELDS, 2022, 12 (03) : 789 - 811
  • [29] Nonlinear discrete-time Halanay inequality with forcing term
    Grifa, Maria Teresa
    Pepe, Pierdomenico
    SYSTEMS & CONTROL LETTERS, 2024, 188
  • [30] Mixed neural network and its application to the control of nonlinear systems
    An, Kai
    Guangdian Gongcheng/Opto-Electronic Engineering, 2000, 27 (05): : 1 - 4