TY - JOUR
T1 - Projective synchronization of memristive multidirectional associative memory neural networks via self-triggered impulsive control and its application to image protection
AU - Wang, Weiping
AU - Sun, Yue
AU - Yuan, Manman
AU - Wang, Zhen
AU - Cheng, Jun
AU - Fan, Denggui
AU - Kurths, Jürgen
AU - Luo, Xiong
AU - Wang, Chunyang
N1 - Publisher Copyright:
© 2021 Elsevier Ltd
PY - 2021/9
Y1 - 2021/9
N2 - This paper presents a new synchronization criterion with a hybrid control approach for multidirectional associative memory neural networks based on memristor (MMAMNNs). That is, the method of impulsive and feedback control combing with the (event) self-triggered mechanism is adopted. However some projective synchronization errors based on state related parameters of MMAMNNs will be affected by the diverse initial conditions. Thus, the new criterion is supported by establishing a novel Lyapunov function combined with the features of such diverse parameters and systems. A collaborative proposed method is designed to make the error of such system converging to zero. Then, the Zeno-behavior is testified to disappear from the proposed programs. Finally, some examples demonstrate the validity of the proposed method and to show its potential application in image protection.
AB - This paper presents a new synchronization criterion with a hybrid control approach for multidirectional associative memory neural networks based on memristor (MMAMNNs). That is, the method of impulsive and feedback control combing with the (event) self-triggered mechanism is adopted. However some projective synchronization errors based on state related parameters of MMAMNNs will be affected by the diverse initial conditions. Thus, the new criterion is supported by establishing a novel Lyapunov function combined with the features of such diverse parameters and systems. A collaborative proposed method is designed to make the error of such system converging to zero. Then, the Zeno-behavior is testified to disappear from the proposed programs. Finally, some examples demonstrate the validity of the proposed method and to show its potential application in image protection.
KW - Image encryption
KW - Memristive neural networks
KW - Multidirectional associative memory
KW - Projective synchronization
KW - Self-triggered control
UR - http://www.scopus.com/inward/record.url?scp=85108239841&partnerID=8YFLogxK
U2 - 10.1016/j.chaos.2021.111110
DO - 10.1016/j.chaos.2021.111110
M3 - 文章
AN - SCOPUS:85108239841
SN - 0960-0779
VL - 150
JO - Chaos, Solitons and Fractals
JF - Chaos, Solitons and Fractals
M1 - 111110
ER -