TY - JOUR
T1 - The stability of memristive multidirectional associative memory neural networks with time-varying delays in the leakage terms via sampled-data control
AU - Wang, Weiping
AU - Yu, Xin
AU - Luo, Xiong
AU - Wang, Long
AU - Li, Lixiang
AU - Kurths, Jurgen
AU - Zhao, Wenbing
AU - Xiao, Jiuhong
PY - 2018/9/1
Y1 - 2018/9/1
N2 - In this paper, we propose a new model of memristive multidirectional associative memory neural networks, which concludes the time-varying delays in leakage terms via sampleddata control. We use the input delay method to turn the sampling system into a continuous time-delaying system. Then we analyze the exponential stability and asymptotic stability of the equilibrium points for this model. By constructing a suitable Lyapunov function, using the Lyapunov stability theorem and some inequality techniques, some sufficient criteria for ensuring the stability of equilibrium points are obtained. Finally, numerical examples are given to demonstrate the effectiveness of our results.
AB - In this paper, we propose a new model of memristive multidirectional associative memory neural networks, which concludes the time-varying delays in leakage terms via sampleddata control. We use the input delay method to turn the sampling system into a continuous time-delaying system. Then we analyze the exponential stability and asymptotic stability of the equilibrium points for this model. By constructing a suitable Lyapunov function, using the Lyapunov stability theorem and some inequality techniques, some sufficient criteria for ensuring the stability of equilibrium points are obtained. Finally, numerical examples are given to demonstrate the effectiveness of our results.
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U2 - 10.1371/journal.pone.0204002
DO - 10.1371/journal.pone.0204002
M3 - Article
C2 - 30248118
SN - 1932-6203
VL - 13
JO - PLoS ONE
JF - PLoS ONE
IS - 9
M1 - e0204002
ER -