TY - JOUR
T1 - Fixed-time synchronization of fractional order memristive MAM neural networks by sliding mode control
AU - Wang, Weiping
AU - Jia, Xiao
AU - Wang, Zhen
AU - Luo, Xiong
AU - Li, Lixiang
AU - Kurths, Jürgen
AU - Yuan, Manman
N1 - Publisher Copyright:
© 2020 Elsevier B.V.
PY - 2020/8/11
Y1 - 2020/8/11
N2 - In this paper, we first established the fractional order memristive multidirectional associative memory neural networks (FMMAMNNs) model, and then considered its fixed-time synchronization control problem. On the basis of sliding model control and Lyapunov stability theorem, a fractional order sliding mode controller is constructed. By adding this controller to the response system, the error of the driver-response systems gradually converges to 0 in a fixed time. Compared with the previous researches, this paper considers a more complex model, and the proposed control theories can ensure that the setting time is only related to the model and controller, but not to the initial states of the system. Besides, the control theories are also applicable to the integer order models. Finally, two numerical simulations are given, the results show the validity of the theories.
AB - In this paper, we first established the fractional order memristive multidirectional associative memory neural networks (FMMAMNNs) model, and then considered its fixed-time synchronization control problem. On the basis of sliding model control and Lyapunov stability theorem, a fractional order sliding mode controller is constructed. By adding this controller to the response system, the error of the driver-response systems gradually converges to 0 in a fixed time. Compared with the previous researches, this paper considers a more complex model, and the proposed control theories can ensure that the setting time is only related to the model and controller, but not to the initial states of the system. Besides, the control theories are also applicable to the integer order models. Finally, two numerical simulations are given, the results show the validity of the theories.
KW - Fixed-time synchronization
KW - Fractional order
KW - Memristor
KW - Multidirectional associative memory neural networks
KW - Sliding mode control
UR - http://www.scopus.com/inward/record.url?scp=85083263931&partnerID=8YFLogxK
U2 - 10.1016/j.neucom.2020.03.043
DO - 10.1016/j.neucom.2020.03.043
M3 - 文章
AN - SCOPUS:85083263931
SN - 0925-2312
VL - 401
SP - 364
EP - 376
JO - Neurocomputing
JF - Neurocomputing
ER -