反馈型细胞神经网络稳定性研究
ON STABILITY OF FEEDBACK MODE IN CNN
-
摘要: 一个含有MN个细胞的反馈型细胞神经网络可以等效成一个非反馈连接网络;这一非反馈连接网络含有2MN个细胞、具有似镜象结构邻域和空间可变权重模板、输入权重模板为零。本文给出了反馈型细胞神经网络的稳定性定理,以及在似镜象结构邻域下的变换形式。
-
关键词:
- 细胞神经网络; 反馈型; 稳定性
Abstract: A feedback mode with MN cells in cellular neural networks (CNN) is equivalent to a network which possesses 2MN cells, a neighborhood of mirror-like strucutre, space-variant templates and without feedback links as well as without input templates. The stability of the feedback mode and transformations of CNN with the neighborhood of mirror-like structure are discussed. -
Chua L O, Yang L. Cellular neural networks: Theory and applications. IEEE Trans. on CAS, 1988, CAS-35(10): 1257-1290.[2]Special Issue on Cellular Neural Networks and Applications. IEEE Trans. on CAS, 1993, CAS-40(3): 145-224.[3]Special Issue on Cellular Neural Networks and Applications. Int[J].J. Circuit Theory Appl.1992, 20(5):449-637[4]Chua L O, Roska T. Stability of a class of nonreciprocal cellular neural networks. IEEE Trans. on CAS, 1990, CAS-37(12): 1520-1527.[5]Chua L O, Wu C W. On the universe of stable cellular neural networks[J].Int. J. Circuit Thery Appl.1992, 20(5):497-517[6]Savaci F A, Vandewalle J. On the stability analysis of cellular neural networks.IEEE Trans. on CAS, 1993, CAS-40(3): 213-215.[7]Harrer H.Multiple layer discrete-time cellular neural networks using time-variant templates. IEEE Trans.on CAS, 1993, CAS-40(3): 191-199. -
计量
- 文章访问数: 1888
- HTML全文浏览量: 108
- PDF下载量: 352
- 被引次数: 0
下载:
