In this paper, some new estimation results on the domain of attraction of memory patterns and exponential convergence rate of the network trajectories to memory patterns for Hopfield continuous associative memory are obtained. These results can be used for the evaluation of fault-tolerance capabilit
Estimation of the Domain of Attraction and the Convergence Rate of a Hopfield Associative Memory and an Application
โ Scribed by Jinde Cao; Qing Tao
- Publisher
- Elsevier Science
- Year
- 2000
- Tongue
- English
- Weight
- 131 KB
- Volume
- 60
- Category
- Article
- ISSN
- 0022-0000
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โฆ Synopsis
In this paper, the domain of attraction of memory patterns and the exponential convergence rate of the network trajectories to memory patterns for Hopfield continuous associative memory are estimated. These results can be used for the evaluation of fault-tolerance capability and the synthesis procedures for Hopfield continuous feedback associative memory neural networks, and they are easy to check and apply in practice.
๐ SIMILAR VOLUMES
In this paper a method of determining a radius of a guaranteed robust region of attraction for nonlinear closed-loop uncertain systems is presented. The radius formula contains parameter-dependent eigenvalues of the matrix of the parametrized quadratic Lyapunov function. As these eigenvalues usually