The Efficiency of Synchronization Dynamics and the Role of Network Syncreactivity

Amirhossein Nazerian, Joseph D Hart, Matteo Lodi, Francesco Sorrentino
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Abstract

Synchronization of coupled oscillators is a fundamental process in both natural and artificial networks. While much work has investigated the asymptotic stability of the synchronous solution, the fundamental question of the efficiency of the synchronization dynamics has received far less attention. Here we address this question in terms of both coupling efficiency and energy efficiency. We use our understanding of the transient dynamics towards synchronization to design a coupling-efficient and energy-efficient synchronization strategy, which varies the coupling strength dynamically, instead of using the same coupling strength at all times. Our proposed synchronization strategy is able in both simulation and in experiments to synchronize networks by using an average coupling strength that is significantly lower (and, when there is an upper bound on the coupling strength, significantly higher) than what is needed for the case of constant coupling. In either case, the improvement can be of orders of magnitude. In order to characterize the effects of the network topology on the transient dynamics towards synchronization, we propose the concept of network syncreactivity. This is distinct from the previously introduced network synchronizability, which describes the ability of a network to synchronize asymptotically. We classify real-world examples of complex networks in terms of both their synchronizability and syncreactivity.
同步动态的效率和网络同步反应的作用
耦合振荡器的同步是自然网络和人工网络的基本过程。虽然很多研究都对同步解的渐近稳定性进行了探讨,但同步动力学的效率这一根本问题受到的关注要少得多。我们利用对同步瞬态动力学的理解,设计了一种耦合效率高、能效高的同步策略,该策略动态改变耦合强度,而不是始终使用相同的耦合强度。我们提出的同步策略在仿真和实验中都能通过使用平均耦合强度来实现网络同步,该平均耦合强度显著低于恒定耦合情况下所需的耦合强度(当耦合强度存在上限时,则显著高于恒定耦合情况下所需的耦合强度)。无论哪种情况,改进的幅度都可以达到数量级。为了描述网络拓扑结构对同步瞬态动力学的影响,我们提出了网络同步反应的概念。这有别于之前提出的网络可同步性,后者描述的是网络渐进同步的能力。我们根据复杂网络的同步性和同步反应性对现实世界中的复杂网络进行了分类。
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