Estimation of the domain of attraction and the convergence rate of a Hopfield associative memory and an application

Authors
Cao, JD Tao, Q
Citation
Jd. Cao et Q. Tao, Estimation of the domain of attraction and the convergence rate of a Hopfield associative memory and an application, J COMPUT SY, 60(1), 2000, pp. 179-186
Citations number
10
Categorie Soggetti
Computer Science & Engineering
Journal title
JOURNAL OF COMPUTER AND SYSTEM SCIENCES
ISSN journal
00220000 → ACNP
Volume
60
Issue
1
Year of publication
2000
Pages
179 - 186
Database
ISI
SICI code
0022-0000(200002)60:1<179:EOTDOA>2.0.ZU;2-D
Abstract
In this paper, the domain of attraction of memory patterns and the exponent ial convergence rate of the network trajectories to memory patterns for Hop field continuous associative memory are estimated. These results can be use d for the evaluation of fault-tolerance capability and the synthesis proced ures for Hopfield continuous feedback associative memory neural networks an d they are easy to check and apply in practice. (C) 2000 Academic Press.