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Finite-Time Passivity of Stochastic Markov Jump Neural Networks with Random Distributed Delays and Sensor Nonlinearities.

Authors :
Chen, Yun
Yang, Lele
Xue, Anke
Source :
Circuits, Systems & Signal Processing. Jun2019, Vol. 38 Issue 6, p2422-2444. 23p.
Publication Year :
2019

Abstract

This paper investigates the problem of mean-square finite-time passivity of discrete-time stochastic Markov jump neural networks with distributed delays and sensor nonlinearities. The distributed delays and sensor nonlinearities are randomly varying and described by mode-dependent random sequences with known statistical information. The mean-square finite-time boundedness and mean-square finite-time passivity results are obtained based on Lyapunov-like functional method. And the mean-square finite-time passivity is also considered for neural networks with random infinite-distributed delays. Finally, a numerical example verifies the effectiveness of the method. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
0278081X
Volume :
38
Issue :
6
Database :
Academic Search Index
Journal :
Circuits, Systems & Signal Processing
Publication Type :
Academic Journal
Accession number :
136502385
Full Text :
https://doi.org/10.1007/s00034-018-0978-2