4.7 Article

Stochastic Synchronization of Multiplex Networks With Continuous and Impulsive Couplings

期刊

出版社

IEEE COMPUTER SOC
DOI: 10.1109/TNSE.2021.3098714

关键词

Switches; Multiplexing; Synchronization; Couplings; Stochastic processes; Perturbation methods; Telecommunications; Two-layer stochastic multiplex networks; global almost sure synchronization; switching modes; mode-dependent impulsive interval method; mode-dependent average dwell time method

资金

  1. Natural Science Foundation of Jiangsu Province of China [BK20181387]
  2. Qing Lan Project of Jiangsu Province
  3. National Natural Science Foundation of China [61873326, 61976048, 62036002, 62103103]

向作者/读者索取更多资源

This paper focuses on global almost sure exponential synchronization of a specific class of multiplex networks, providing sufficient criteria for achieving synchronization and further investigating the effects of switchings and impulses. Theoretical relationships and practical methods are established to reduce conservativeness and solve the influence of switchings and impulses. This study also verifies the theoretical results through numerical examples.
This paper focuses on global almost sure exponential synchronization of a class of two-layer stochastic multiplex networks. In the two-layer stochastic multiplex networks, the first layer is equipped with continuous couplings, but the second layer is endowed with impulsive couplings, which is different from other multiplex networks. By utilizing the average impulsive interval method and Lyapunov stability theory, the sufficient criteria for synchronization are obtained. In addition, due to the instability of nodal connections and nodal dynamics, switchings are considered. Therefore, global almost sure exponential synchronization of switched multiplex network is also investigated. When the multiplex network has both switchings and impulses, these two behaviors are assumed to happen asynchronously. To reduce the conservativeness, the mode-dependent average dwell time method and the mode-dependent average impulsive interval method are applied to solve the influence of switchings and impulses, respectively. Then, a more practical relationship among the average dwell time, the average impulsive interval and the switching modes is established. Moreover, if the stochastic perturbations disappear, then the corollaries are given for this special situation. Finally, the validity of the theoretical results is verified by two numerical examples.

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