TY - JOUR
T1 - Robust Exponential Synchronization for Memristor Neural Networks with Nonidentical Characteristics by Pinning Control
AU - Li, Yueheng
AU - Luo, Biao
AU - Liu, Derong
AU - Yang, Yin
AU - Yang, Zhanyu
N1 - Publisher Copyright:
© 2013 IEEE.
PY - 2021/3
Y1 - 2021/3
N2 - In this paper, robust exponential synchronization of memristor-based neural networks (MNNs) with nonidentical characteristics is investigated. Coefficient mismatch, time-varying delay mismatch, and activation function mismatch are considered between the drive and the response MNNs. Pinning control strategy is developed to realize robust exponential synchronization and the stability criteria is established by using the Lyapunov function method and differential inclusion theory. Furthermore, the stable region of controller parameters is computed to guarantee that the synchronization errors enter a predetermined error bound within given settling time. Finally, the effectiveness of the proposed methods is verified by the numerical simulations. The methods presented in this paper offer novel schemes for robust exponential synchronization of nonidentical MNNs.
AB - In this paper, robust exponential synchronization of memristor-based neural networks (MNNs) with nonidentical characteristics is investigated. Coefficient mismatch, time-varying delay mismatch, and activation function mismatch are considered between the drive and the response MNNs. Pinning control strategy is developed to realize robust exponential synchronization and the stability criteria is established by using the Lyapunov function method and differential inclusion theory. Furthermore, the stable region of controller parameters is computed to guarantee that the synchronization errors enter a predetermined error bound within given settling time. Finally, the effectiveness of the proposed methods is verified by the numerical simulations. The methods presented in this paper offer novel schemes for robust exponential synchronization of nonidentical MNNs.
KW - Error bound
KW - exponential synchronization
KW - memristor-based neural networks (MNNs)
KW - nonidentical characteristics
KW - pinning control
KW - stable region
UR - http://www.scopus.com/inward/record.url?scp=85087672451&partnerID=8YFLogxK
U2 - 10.1109/TSMC.2019.2911510
DO - 10.1109/TSMC.2019.2911510
M3 - Article
AN - SCOPUS:85087672451
SN - 2168-2216
VL - 51
SP - 1966
EP - 1980
JO - IEEE Transactions on Systems, Man, and Cybernetics: Systems
JF - IEEE Transactions on Systems, Man, and Cybernetics: Systems
IS - 3
M1 - 8701564
ER -