Synchronization of nonidentical chaotic neural networks with leakage delay and mixed time-varying delays

<p>Abstract</p> <p>In this paper, an integral sliding mode control approach is presented to investigate synchronization of nonidentical chaotic neural networks with discrete and distributed time-varying delays as well as leakage delay. By considering a proper sliding surface and co...

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Main Authors: Cao Jinde, Song Qiankun
Format: Article
Language:English
Published: SpringerOpen 2011-01-01
Series:Advances in Difference Equations
Subjects:
Online Access:http://www.advancesindifferenceequations.com/content/2011/1/16
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author Cao Jinde
Song Qiankun
author_facet Cao Jinde
Song Qiankun
author_sort Cao Jinde
collection DOAJ
description <p>Abstract</p> <p>In this paper, an integral sliding mode control approach is presented to investigate synchronization of nonidentical chaotic neural networks with discrete and distributed time-varying delays as well as leakage delay. By considering a proper sliding surface and constructing Lyapunov-Krasovskii functional, as well as employing a combination of the free-weighting matrix method, Newton-Leibniz formulation and inequality technique, a sliding mode controller is designed to achieve the asymptotical synchronization of the addressed nonidentical neural networks. Moreover, a sliding mode control law is also synthesized to guarantee the reachability of the specified sliding surface. The provided conditions are expressed in terms of linear matrix inequalities, and are dependent on the discrete and distributed time delays as well as leakage delay. A simulation example is given to verify the theoretical results.</p>
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spelling doaj.art-4ad512edba184809b75e2b30763f31942022-12-22T03:12:11ZengSpringerOpenAdvances in Difference Equations1687-18391687-18472011-01-012011116Synchronization of nonidentical chaotic neural networks with leakage delay and mixed time-varying delaysCao JindeSong Qiankun<p>Abstract</p> <p>In this paper, an integral sliding mode control approach is presented to investigate synchronization of nonidentical chaotic neural networks with discrete and distributed time-varying delays as well as leakage delay. By considering a proper sliding surface and constructing Lyapunov-Krasovskii functional, as well as employing a combination of the free-weighting matrix method, Newton-Leibniz formulation and inequality technique, a sliding mode controller is designed to achieve the asymptotical synchronization of the addressed nonidentical neural networks. Moreover, a sliding mode control law is also synthesized to guarantee the reachability of the specified sliding surface. The provided conditions are expressed in terms of linear matrix inequalities, and are dependent on the discrete and distributed time delays as well as leakage delay. A simulation example is given to verify the theoretical results.</p>http://www.advancesindifferenceequations.com/content/2011/1/16SynchronizationChaotic neural networkLeakage delayDiscrete time-varying delaysDistributed time-varying delays 05.45.Xt 05.45.Gg
spellingShingle Cao Jinde
Song Qiankun
Synchronization of nonidentical chaotic neural networks with leakage delay and mixed time-varying delays
Advances in Difference Equations
Synchronization
Chaotic neural network
Leakage delay
Discrete time-varying delays
Distributed time-varying delays 05.45.Xt 05.45.Gg
title Synchronization of nonidentical chaotic neural networks with leakage delay and mixed time-varying delays
title_full Synchronization of nonidentical chaotic neural networks with leakage delay and mixed time-varying delays
title_fullStr Synchronization of nonidentical chaotic neural networks with leakage delay and mixed time-varying delays
title_full_unstemmed Synchronization of nonidentical chaotic neural networks with leakage delay and mixed time-varying delays
title_short Synchronization of nonidentical chaotic neural networks with leakage delay and mixed time-varying delays
title_sort synchronization of nonidentical chaotic neural networks with leakage delay and mixed time varying delays
topic Synchronization
Chaotic neural network
Leakage delay
Discrete time-varying delays
Distributed time-varying delays 05.45.Xt 05.45.Gg
url http://www.advancesindifferenceequations.com/content/2011/1/16
work_keys_str_mv AT caojinde synchronizationofnonidenticalchaoticneuralnetworkswithleakagedelayandmixedtimevaryingdelays
AT songqiankun synchronizationofnonidenticalchaoticneuralnetworkswithleakagedelayandmixedtimevaryingdelays