Fixed-Time Lag Synchronization Analysis for Delayed Memristor-Based Neural Networks

作者:Xiahedan Haliding, Haijun Jiang, Abdujelil Abdurahman, Cheng Hu

摘要

In this paper, the fixed-time lag synchronization for a general class of memristor-based neural networks (MNNs) with time delays is considered. Under the extended Filippov-framework theory, some sufficient criteria for fixed-time lag synchronization of delayed MNNs are derived based on the Lyapunov function. Besides, two types of controllers are given to ensure the fixed-time lag synchronization of the corresponding system, while the settling time of synchronization are also estimated. Finally, a numerical example is given to demonstrate the effectiveness of the developed method and the theoretical results.

论文关键词:Memristor, Neural networks, Time delays, Fixed-time lag synchronization

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论文官网地址:https://doi.org/10.1007/s11063-020-10249-0