TY - JOUR
T1 - Centralized and decentralized controller design for synchronization of coupled delayed inertial neural networks via reduced and non-reduced orders
AU - Shanmugasundaram, S.
AU - Kashkynbayev, Ardak
AU - Udhayakumar, K.
AU - Rakkiyappan, Rajan
N1 - Funding Information:
AK was supported in part by the Science Committee of the Ministry of Education and Science of the Republic of Kazakhstan (Grant “Dynamical Analysis and Synchronization of Complex Neural Networks with Its Applications”).
Publisher Copyright:
© 2021 Elsevier B.V.
PY - 2022/1/16
Y1 - 2022/1/16
N2 - In this paper synchronization of coupled inertial neural networks (INNs) with non-differentiable time varying delays is considered. The adaptive synchronization is analyzed with linearly coupled INNs through centralized and decentralized controller techniques. Initially the INNs is taken with reduced order and by using adaptive centralized and decentralized control, the synchronization criterion is obtained in terms of matrix inequalities. Furthermore without using the order reduction, INNs has to taken as it is and studied adaptive synchronization by constructing suitable Lyapunov functional. Finally, simulation results are presented to illustrate the obtained theoretical findings.
AB - In this paper synchronization of coupled inertial neural networks (INNs) with non-differentiable time varying delays is considered. The adaptive synchronization is analyzed with linearly coupled INNs through centralized and decentralized controller techniques. Initially the INNs is taken with reduced order and by using adaptive centralized and decentralized control, the synchronization criterion is obtained in terms of matrix inequalities. Furthermore without using the order reduction, INNs has to taken as it is and studied adaptive synchronization by constructing suitable Lyapunov functional. Finally, simulation results are presented to illustrate the obtained theoretical findings.
KW - Centralized adaptive control
KW - Decentralized adaptive control
KW - Inertial neural network
KW - Synchronization
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U2 - 10.1016/j.neucom.2021.10.053
DO - 10.1016/j.neucom.2021.10.053
M3 - Article
AN - SCOPUS:85118549915
VL - 469
SP - 91
EP - 104
JO - Neurocomputing
JF - Neurocomputing
SN - 0925-2312
ER -