Exponential convergence estimates for neural networks with multiple delays | |
Chu, TG ; Wang, ZL ; Wang, L | |
刊名 | ieee transactions on circuits and systems i regular papers
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2002 | |
关键词 | comparison method global exponential convergence multiple time delays neural networks FUNCTIONAL-DIFFERENTIAL EQUATIONS QUALITATIVE-ANALYSIS STABILITY TEMPLATES DYNAMICS SYSTEMS CNNS |
DOI | 10.1109/TCSI.2002.805715 |
英文摘要 | Componentwise estimates of (global) exponential convergence are obtained for a class of neural networks with multiple delays by comparison method for delay differential equations. The method is simple and straightforward and does not resort to any Lyapunov functional. The main result shows explicitly the effect of time delays on exponential decay rate of the networks and is hence of practical interest in designing a fast and stable neural network. Compared with some existing results for stability of the Hopfield network model and delayed cellular neural network model via Lyapunov method, the present results can provide further detailed characterization of the convergence behavior for the systems under the same or similar conditions.; http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000180273100017&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=8e1609b174ce4e31116a60747a720701 ; Engineering, Electrical & Electronic; SCI(E); EI; 6; ARTICLE; 12; 1829-1832; 49 |
语种 | 英语 |
内容类型 | 期刊论文 |
源URL | [http://ir.pku.edu.cn/handle/20.500.11897/155150] ![]() |
专题 | 工学院 |
推荐引用方式 GB/T 7714 | Chu, TG,Wang, ZL,Wang, L. Exponential convergence estimates for neural networks with multiple delays[J]. ieee transactions on circuits and systems i regular papers,2002. |
APA | Chu, TG,Wang, ZL,&Wang, L.(2002).Exponential convergence estimates for neural networks with multiple delays.ieee transactions on circuits and systems i regular papers. |
MLA | Chu, TG,et al."Exponential convergence estimates for neural networks with multiple delays".ieee transactions on circuits and systems i regular papers (2002). |
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