Exponential stability of delayed bi-directional associative memory networks

被引:135
作者
Cao, J [1 ]
Dong, MF [1 ]
机构
[1] SE Univ, Dept Math Appl, Nanjing 210096, Peoples R China
关键词
neural network; delay; bi-directional associative memory (BAM); global exponential stability; inequality; Lyapunov functional; neural circuits;
D O I
10.1016/S0096-3003(01)00315-0
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Some sufficient conditions are derived for the global exponential stability in delayed bi-directional associative memory (BAM) networks by constructing suitable Lyapunov functional and the inequality 2ab less than or equal to a(2) + b(2) technique. These conditions have an important leading significance in the design and applications of globally exponentially stable neural circuits for delayed BAM. (C) 2002 Elsevier Science Inc. All rights reserved.
引用
收藏
页码:105 / 112
页数:8
相关论文
共 31 条
[21]   BIDIRECTIONAL ASSOCIATIVE MEMORIES [J].
KOSKO, B .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1988, 18 (01) :49-60
[22]   ADAPTIVE BIDIRECTIONAL ASSOCIATIVE MEMORIES [J].
KOSKO, B .
APPLIED OPTICS, 1987, 26 (23) :4947-4960
[23]  
Kosko B., 1992, NEURAL NETWORKS FUZZ, P38
[24]  
Liao X. F., 1997, J ELECT, V19, P439
[25]  
Liao XF, 1998, INT J CIRC THEOR APP, V26, P219, DOI 10.1002/(SICI)1097-007X(199805/06)26:3<219::AID-CTA991>3.0.CO
[26]  
2-I
[27]  
LIAO XF, 1996, J CIRCUITS SYST, V2, P13
[28]   STABILITY OF ANALOG NEURAL NETWORKS WITH DELAY [J].
MARCUS, CM ;
WESTERVELT, RM .
PHYSICAL REVIEW A, 1989, 39 (01) :347-359
[29]   QUALITATIVE-ANALYSIS OF NEURAL NETWORKS [J].
MICHEL, AN ;
FARRELL, JA ;
POROD, W .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1989, 36 (02) :229-243
[30]   EXPONENTIAL STABILITY AND OSCILLATION OF HOPFIELD GRADED RESPONSE NEURAL-NETWORK [J].
YANG, H ;
DILLON, TS .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1994, 5 (05) :719-729