LMI conditions for some dynamical behaviors of fractional-order quaternion-valued neural networks

被引:0
作者
Dongyuan Lin
Xiaofeng Chen
Bing Li
Xujun Yang
机构
[1] Chongqing Jiaotong University,Department of Mathematics
[2] Chongqing Jiaotong University,Department of Economics and Management
来源
Advances in Difference Equations | / 2019卷
关键词
Fractional-order quaternion-valued neural networks; Global Mittag-Leffler stability; Projective synchronization; Robust stability; Linear matrix inequality;
D O I
暂无
中图分类号
学科分类号
摘要
This paper addresses the issue of three dynamical behaviors including global Mittag-Leffler stability, robust stability and projection synchronization for fractional-order quaternion-valued neural networks (FQVNNs). Some linear matrix inequality conditions for these dynamical behaviors of FQVNNs are given by Lyapunov stability theory, quaternion matrix theory, Homeomorphic mapping theory and fractional differential equation theory. Furthermore, these obtained sufficient conditions for stability and synchronization are superior to those in existing literature. Finally, three examples are given to illustrate the effectiveness of the theoretical results.
引用
收藏
相关论文
共 139 条
  • [1] Soczkiewicz E.(2002)Application of fractional calculus in the theory of viscoelasticity Mol. Quantum Acoust. 23 397-404
  • [2] Tripathi D.(2010)Peristaltic flow of viscoelastic fluid with fractional Maxwell model through a channel Appl. Math. Comput. 215 3645-3654
  • [3] Pandey S.K.(2000)A model for longitudinal and shear wave propagation in viscoelastic media J. Acoust. Soc. Am. 107 2437-2446
  • [4] Das S.(2005)Nonlinear differential equations with the Caputo fractional derivative in the space of continuously differentiable functions Differ. Equ. 41 84-89
  • [5] Szabo T.L.(2000)The random walk’s guide to anomalous diffusion: a fractional dynamics approach Phys. Rep. 339 1-77
  • [6] Wu J.(2006)Existence of Turing instabilities in a two-species fractional reaction-diffusion system SIAM J. Appl. Math. 62 870-887
  • [7] Kilbas A.A.(1991)Burgers equation with a fractional derivative; hereditary effects on nonlinear acoustic waves J. Fluid Mech. 225 631-653
  • [8] Marzan S.A.(2010)A new stochastic approach for solution of Riccati differential equation of fractional order Ann. Math. Artif. Intell. 60 229-250
  • [9] Metzler R.(2015)Exponential stability of a class of complex-valued neural networks with time-varying delays Neurocomputing 164 293-299
  • [10] Klafter J.(2012)Nonlinear dynamics and chaos in fractional-order neural networks Neural Netw. 32 245-256