DocumentCode :
1485376
Title :
Analyzing Oscillations for an 
-node Recurrent Neural Networks Model With Time Delays and General Activation Functions
Author :
Feng, Chunhua ; Plamondon, Réjean ; O´Reilly, Christian
Author_Institution :
Coll. of Math., Guangxi Normal Univ., Guilin, China
Volume :
58
Issue :
8
fYear :
2011
Firstpage :
1877
Lastpage :
1887
Abstract :
In this paper, the existence of oscillations for a type of recurrent neural network with time delays between neural interconnections is investigated. A new set of criteria is proposed to guarantee the existence of oscillations for a network model. The results are shown to be the generalization of some published works dealing with no delay systems.
Keywords :
delays; interconnections; linear matrix inequalities; oscillations; recurrent neural nets; transfer functions; N-node recurrent neural networks model; general activation function; linear matrix inequality; neural interconnection time delay; recurrent neural network oscillation; Artificial neural networks; Delay effects; Equations; Mathematical model; Oscillators; Recurrent neural networks; Stability analysis; Linear matrix inequality; oscillations; recurrent neural networks; time delay;
fLanguage :
English
Journal_Title :
Circuits and Systems I: Regular Papers, IEEE Transactions on
Publisher :
ieee
ISSN :
1549-8328
Type :
jour
DOI :
10.1109/TCSI.2011.2112550
Filename :
5740966
Link To Document :
