DocumentCode
928394
Title
A tighter bound for the echo state property
Author
Buehner, M. ; Young, P.
Author_Institution
Electr. & Comput. Eng. Dept., Colorado State Univ., Fort Collins, CO
Volume
17
Issue
3
fYear
2006
fDate
5/1/2006 12:00:00 AM
Firstpage
820
Lastpage
824
Abstract
This letter provides a brief explanation of echo state networks (ESNs) and provides a rigorous bound for guaranteeing asymptotic stability of these networks. The stability bounds presented here could aid in the design of echo state networks that would be applicable to control applications where stability is required
Keywords
asymptotic stability; neural nets; asymptotic stability; echo state network property; stability bounds; Artificial neural networks; Asymptotic stability; Control system synthesis; Lyapunov method; Nonlinear control systems; Nonlinear dynamical systems; Nonlinear systems; Recurrent neural networks; Robust control; Sufficient conditions; Echo state networks (ESNs); Lyapunov stability; nonlinear systems; recurrent neural networks (RNN); robust controls; weighted operator norms; Algorithms; Artificial Intelligence; Information Storage and Retrieval; Neural Networks (Computer); Pattern Recognition, Automated; Systems Theory;
fLanguage
English
Journal_Title
Neural Networks, IEEE Transactions on
Publisher
ieee
ISSN
1045-9227
Type
jour
DOI
10.1109/TNN.2006.872357
Filename
1629106
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