Convergence dynamics of hybrid bidirectional associative memory neural networks with distributed delays

Xiaofeng Liao; Kwok-Wo Wong; Shizhong Yang

doi:10.1016/S0375-9601(03)01113-7

Author(s)

Xiaofeng Liao
Kwok-Wo Wong
Shizhong Yang

Detail(s)

Original language	English
Pages (from-to)	55-64
Journal / Publication	Physics Letters, Section A: General, Atomic and Solid State Physics
Volume	316
Issue number	1-2
Publication status	Published - 15 Sep 2003

Link(s)

DOI	DOI https://doi.org/10.1016/S0375-9601(03)01113-7 Final Published version
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Link to Scopus	https://www.scopus.com/record/display.uri?eid=2-s2.0-17544394696&origin=recordpage
Permanent Link	https://scholars.cityu.edu.hk/en/publications/publication(9a7e69cc-cebf-40ee-a95b-9be69aa4799c).html

Abstract

In this Letter, the characteristics of the convergence dynamics of hybrid bidirectional associative memory neural networks with distributed transmission delays are studied. Without assuming the symmetry of synaptic connection weights and the monotonicity and differentiability of activation functions, the Lyapunov functionals are constructed and the generalized Halanay-type inequalities are employed to derive the delay-independent sufficient conditions under which the networks converge exponentially to the equilibria associated with temporally uniform external inputs. Some examples are given to illustrate the correctness of our results. © 2003 Elsevier B.V. All rights reserved.

Research Area(s)

Bidirectional associative memory, Distributed delays, Global exponential stability, Neural networks

Citation Format(s)

[ RIS ] [ BibTeX ]

Convergence dynamics of hybrid bidirectional associative memory neural networks with distributed delays. / Liao, Xiaofeng; Wong, Kwok-Wo; Yang, Shizhong.

In: Physics Letters, Section A: General, Atomic and Solid State Physics, Vol. 316, No. 1-2, 15.09.2003, p. 55-64.

Research output: Journal Publications and Reviews (RGC: 21, 22, 62) › 21_Publication in refereed journal › peer-review

Liao, X, Wong, K-W & Yang, S 2003, 'Convergence dynamics of hybrid bidirectional associative memory neural networks with distributed delays', Physics Letters, Section A: General, Atomic and Solid State Physics, vol. 316, no. 1-2, pp. 55-64. https://doi.org/10.1016/S0375-9601(03)01113-7

Liao, X., Wong, K-W., & Yang, S. (2003). Convergence dynamics of hybrid bidirectional associative memory neural networks with distributed delays. Physics Letters, Section A: General, Atomic and Solid State Physics, 316(1-2), 55-64. https://doi.org/10.1016/S0375-9601(03)01113-7

Liao X, Wong K-W, Yang S. Convergence dynamics of hybrid bidirectional associative memory neural networks with distributed delays. Physics Letters, Section A: General, Atomic and Solid State Physics. 2003 Sep 15;316(1-2):55-64. doi: 10.1016/S0375-9601(03)01113-7

Liao, Xiaofeng ; Wong, Kwok-Wo ; Yang, Shizhong. / Convergence dynamics of hybrid bidirectional associative memory neural networks with distributed delays. In: Physics Letters, Section A: General, Atomic and Solid State Physics. 2003 ; Vol. 316, No. 1-2. pp. 55-64.