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2012 (Vol. 4, Issue: 06)
Article Information:

Passivity of Switched Hopfield Neural Networks without Online Learning

Choon Ki Ahn
Corresponding Author:  Choon Ki Ahn 

Key words:  Linear Matrix Inequality (LMI), passivity, switched hopfield neural networks, , , ,
Vol. 4 , (06): 641-644
Submitted Accepted Published
2011 October, 26 2011 November, 25 2012 March, 15
Abstract:

As a continuation of our previous published results, in this study, we propose some results on passivity of switched Hopfield neural networks without online learning. First, a new matrix norm based condition for passivity of switched Hopfield neural networks is proposed. Second, a new passivity condition in the form of Linear Matrix Inequality (LMI) for switched Hopfield neural networks is proposed. In contrast to the existing result, the proposed conditions ensure asymptotic stability, but also passivity from the external input vector to the output vector without online learning.
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  Cite this Reference:
Choon Ki Ahn, 2012. Passivity of Switched Hopfield Neural Networks without Online Learning.  Research Journal of Applied Sciences, Engineering and Technology, 4(06): 641-644.
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ISSN (Online):  2040-7467
ISSN (Print):   2040-7459
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