Delta-Differentiable Weighted Pseudo-Almost Automorphicity on Time-Space Scales for a Novel Class of High-Order Competitive Neural Networks with WPAA Coefficients and Mixed Delays

被引:19
作者
Arbi, Adnene [1 ,2 ]
Alsaedi, Ahmed [3 ]
Cao, Jinde [4 ,5 ,6 ]
机构
[1] Univ Kairouan, Dept Math Phys & Comp Sci, Higher Inst Appl Sci & Technol Kairouan, Kairouan 3100, Tunisia
[2] Univ Carthage, Lab Engn Math LR01ES13, Tunisia Polytech Sch, El Khawarizmi St, Carthage 2078, Tunisia
[3] King Abdulaziz Univ, Dept Math, Nonlinear Anal & Appl Math NAAM Res Grp, Jeddah 21589, Saudi Arabia
[4] Southeast Univ, Sch Math, Nanjing 210096, Jiangsu, Peoples R China
[5] Southeast Univ, Res Ctr Complex Syst & Network Sci, Nanjing 210096, Jiangsu, Peoples R China
[6] King Abdulaziz Univ, Dept Math, Fac Sci, Jeddah 21589, Saudi Arabia
关键词
Time scales; High-order competitive neural networks; Weighted pseudo-almost automorphic solution; Global exponential stability; Leakage delays; EXISTENCE; EQUATIONS; STABILITY;
D O I
10.1007/s11063-017-9645-z
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we consider a novel class of high-order competitive neural networks with mixed delays. Different from the previous literature, we study the existence and exponential stability of weighted pseudo-almost automorphic on time-space scales solutions for the suggested system. Our method is mainly based on the Banach's fixed point theorem, the theory of calculus on time scales and the Lyapunov-Krasovskii functional method. Moreover, a numerical example is given to show the effectiveness of the main results.
引用
收藏
页码:203 / 232
页数:30
相关论文
共 18 条
[11]   Existence and global exponential stability of anti-periodic solutions for competitive neural networks with delays in the leakage terms on time scales [J].
Liu, Yang ;
Yang, Yongqing ;
Liang, Tian ;
Li, Li .
NEUROCOMPUTING, 2014, 133 :471-482
[12]   Almost automorphic solutions of dynamic equations on time scales [J].
Lizama, Carlos ;
Mesquita, Jaqueline G. .
JOURNAL OF FUNCTIONAL ANALYSIS, 2013, 265 (10) :2267-2311
[13]   Global exponential stability of competitive neural networks with different time scales [J].
Meyer-Baese, A ;
Pilyugin, SS ;
Chen, Y .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2003, 14 (03) :716-719
[14]   Multistability and multiperiodicity of high-order competitive neural networks with a general class of activation functions [J].
Nie, Xiaobing ;
Huang, Zhenkun .
NEUROCOMPUTING, 2012, 82 :1-13
[15]  
Wang C., 2016, NONAUTON DYN SYST, V3, P24, DOI DOI 10.1515/MSDS-2016-0003
[16]   Weighted piecewise pseudo almost automorphic functions with applications to abstract impulsive del-dynamic equations on time scales [J].
Wang, Chao ;
Agarwal, Ravi P. .
ADVANCES IN DIFFERENCE EQUATIONS, 2014,
[17]   Almost periodic solutions of impulsive BAM neural networks with variable delays on time scales [J].
Wang, Chao .
COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION, 2014, 19 (08) :2828-2842
[18]   Pseudo almost automorphic solutions to semilinear differential equations in Banach spaces [J].
Xiao, Ti-Jun ;
Liang, Jin ;
Zhang, Jun .
SEMIGROUP FORUM, 2008, 76 (03) :518-524