Please wait a minute...
Frontiers of Information Technology & Electronic Engineering

ISSN 2095-9184

Frontiers of Information Technology & Electronic Engineering  2020, Vol. 21 Issue (2): 234-246   https://doi.org/10.1631/FITEE.1900409
  本期目录
分数阶脉冲四元数神经网络多平衡点的Mittag-Leffler稳定性分析
UDHAYAKUMAR K.1(), RAKKIYAPPAN R.1(), 曹进德2(), 谭学刚3()
1. 巴拉蒂亚大学数学系,印度哥印拜陀市,641046
2. 东南大学数学学院,中国南京市,210096
3. 东南大学自动化学院,中国南京市,210096
Mittag-Leffler stability analysis ofmultiple equilibrium points in impulsive fractional-order quaternion-valued neural networks
K. UDHAYAKUMAR1(), R. RAKKIYAPPAN1(), Jin-de CAO2(), Xue-gang TAN3()
1. Department of Mathematics, Bharathiar University, Coimbatore 641046, India
2. School of Mathematics, Southeast University, Nanjing 210096, China
3. School of Automation, Southeast University, Nanjing 210096, China
 全文: PDF(898 KB)  
摘要:

研究分数阶四元数值神经网络(quaternion-valued neural networks, QVNNs)的多重Mittag-Leffler稳定性问题。利用激活函数的几何性质和李普希茨条件,分析系统平衡点的存在性。此外,利用李雅普诺夫直接法研究分数阶脉冲四元素神经网络的多平衡点的全局Mittag-Leffler稳定性。最后,通过仿真验证主要结果的有效性和可行性。

Abstract

In this study, we investigate the problem of multiple Mittag-Leffler stability analysis for fractional-order quaternion-valued neural networks (QVNNs) with impulses. Using the geometrical properties of activation functions and the Lipschitz condition, the existence of the equilibrium points is analyzed. In addition, the global Mittag-Leffler stability of multiple equilibrium points for the impulsive fractional-order QVNNs is investigated by employing the Lyapunov direct method. Finally, simulation is performed to illustrate the effectiveness and validity of the main results obtained.

Key wordsMittag-Leffler stability    Fractional-order    Quaternion-valued neural networks    Impulse
收稿日期: 2019-08-14      出版日期: 2020-04-01
通讯作者: UDHAYAKUMAR K.,RAKKIYAPPAN R.,曹进德,谭学刚     E-mail: udhai512@gmail.com;rakkigru@gmail.com;jdcao@seu.edu.cn;xgtan_sde@163.com
Corresponding Author(s): K. UDHAYAKUMAR,R. RAKKIYAPPAN,Jin-de CAO,Xue-gang TAN   
 引用本文:   
UDHAYAKUMAR K., RAKKIYAPPAN R., 曹进德, 谭学刚. 分数阶脉冲四元数神经网络多平衡点的Mittag-Leffler稳定性分析[J]. Frontiers of Information Technology & Electronic Engineering, 2020, 21(2): 234-246.
K. UDHAYAKUMAR, R. RAKKIYAPPAN, Jin-de CAO, Xue-gang TAN. Mittag-Leffler stability analysis ofmultiple equilibrium points in impulsive fractional-order quaternion-valued neural networks. Front. Inform. Technol. Electron. Eng, 2020, 21(2): 234-246.
 链接本文:  
https://academic.hep.com.cn/fitee/CN/10.1631/FITEE.1900409
https://academic.hep.com.cn/fitee/CN/Y2020/V21/I2/234
[1] FITEE-0234-20004-KU_suppl_1 Download
[2] FITEE-0234-20004-KU_suppl_2 Download
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed