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Dynamic analysis and system design based on diluted asymmetric discrete-time Hopfield network

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成果類型:
期刊論文、會議論文
作者:
Tu, Li;Zhang, Chi
通訊作者:
Tu, L.(tulip1907@163.com)
作者機構:
[Zhang, Chi; Tu, Li] Hunan City Univ, Dept Comp Sci, Yiyang 413000, Hunan, Peoples R China.
語種:
英文
關鍵詞:
diluted asymmetric discrete-time Hopfield network;matrix decomposition;connection elimination strategy
期刊:
ADVANCES IN COMPUTER SCIENCE AND EDUCATION
ISSN:
1867-5662
年:
2012
卷:
140
頁碼:
83-87
會議名稱:
2011 International Conference on Computer Science and Education, CSE 2011
會議論文集名稱:
Advances in Intelligent and Soft Computing
會議時間:
November 26, 2011 - November 27, 2011
會議地點:
Wuhan, China
會議主辦單位:
(1) Department of Computer Science, Hunan City University, Yiyang, Hunan 413000, China
會議贊助商:
Beijing Gireida Education Co. Ltd;International Science and Education Researcher Association;VIP Information Conference Center;Wuhan University of Science and Technology
主編:
Xie, A Huang, X
出版者:
Springer Verlag
機構署名:
本校為第一機構
院系歸屬:
信息與電子工程學院
摘要:
In this paper the dynamics of the asymmetric discrete-time Hopfield networks are studied, and the sufficient conditions for endowing the network with retrieval properties are proposed. In addition, a method for designing efficient diluted networks is proposed based on the matrix decomposition and connection elimination strategy. Numerical simulations show that the designed diluted network can act as efficient neural associative memories. &copy;2012 Springer-Verlag GmbH.<br/>

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