Global stability analysis and existence of periodic solutions in an eight-neuron BAM neural network model with delays

被引:7
作者
Javidmanesh, Elham [1 ]
Dadi, Zohreh [2 ]
Afsharnezhad, Zahra [1 ]
Effati, Sohrab [1 ]
机构
[1] Ferdowsi Univ Mashhad, Dept Appl Math, Mashhad, Iran
[2] Univ Bojnord, Dept Math, Bojnord, Iran
关键词
Lyapunov function; stability; periodic solution; neural network; time delay; HOPF-BIFURCATION ANALYSIS; TIME DELAYS; DIFFERENTIAL-EQUATIONS; EXPONENTIAL STABILITY; NEURONS; MEMORY;
D O I
10.3233/IFS-131007
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, an eight-neuron BAM neural network model with multiple delays is considered. We analyze the global existence of periodic solutions and conclude some of their properties such as being bounded. Furthermore, we construct an appropriate Lyapunov function which implies the global asymptotically stability. To illustrate our theoretical results, numerical simulations are presented.
引用
收藏
页码:391 / 406
页数:16
相关论文
共 25 条
[11]   Stability and existence of periodic solutions to delayed Cohen-Grossberg BAM neural networks with impulses on time scales [J].
Li, Yongkun ;
Chen, Xuerong ;
Zhao, Lu .
NEUROCOMPUTING, 2009, 72 (7-9) :1621-1630
[12]   Global exponential stability of bidirectional associative memory neural networks with time delays [J].
Liu, Xin-Ge ;
Martin, Ralph R. ;
Wu, Min ;
Tang, Mei-Lan .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2008, 19 (03) :397-407
[13]   STABILITY OF ANALOG NEURAL NETWORKS WITH DELAY [J].
MARCUS, CM ;
WESTERVELT, RM .
PHYSICAL REVIEW A, 1989, 39 (01) :347-359
[14]   COMPOUND MATRICES AND ORDINARY DIFFERENTIAL-EQUATIONS [J].
MULDOWNEY, JS .
ROCKY MOUNTAIN JOURNAL OF MATHEMATICS, 1990, 20 (04) :857-872
[15]   Global Hopf bifurcation analysis on a BAM neural network with delays [J].
Sun, Chengjun ;
Han, Maoan ;
Pang, Xiaoming .
PHYSICS LETTERS A, 2007, 360 (06) :689-695
[16]   Global existence of periodic solutions in a tri-neuron network model with delays [J].
Wei, JJ ;
Li, MY .
PHYSICA D-NONLINEAR PHENOMENA, 2004, 198 (1-2) :106-119
[17]   Symmetric functional differential equations and neural networks with memory [J].
Wu, JH .
TRANSACTIONS OF THE AMERICAN MATHEMATICAL SOCIETY, 1998, 350 (12) :4799-4838
[18]   Global existence of periodic solutions in a six-neuron BAM neural network model with discrete delays [J].
Xu, Changjin ;
He, Xiaofei ;
Li, Peiluan .
NEUROCOMPUTING, 2011, 74 (17) :3257-3267
[19]   Stability and bifurcation analysis of a six-neuron BAM neural network model with discrete delays [J].
Xu, Changjin ;
Tang, Xianhua ;
Liao, Maoxin .
NEUROCOMPUTING, 2011, 74 (05) :689-707
[20]   Frequency domain analysis for bifurcation in a simplified tri-neuron BAM network model with two delays [J].
Xu, Changjin ;
Tang, Xianhua ;
Liao, Maoxin .
NEURAL NETWORKS, 2010, 23 (07) :872-880