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Updated: Oct 18, 2026

Assessing the Multiple Dimensions of Engagement to Characterize Learning: A Neurophysiological Perspective
Published on: July 1, 2015
Coexistence of explosive and driven forms of remote synchronization in star networks
1Xi'an Jiaotong University, Xi'an Jiaotong University, The Key Laboratory of Biomedical Information Engineering of Ministry of Education, Institute of Health and Rehabilitation Science, School of Life Science and Technology, Xi'an 710049, People's Republic of China and Research Center for Brain-inspired Intelligence, Xi'an 710049, People's Republic of China.
Abstract:
Remote synchronization (RS)-the emergence of phase coherence among nonadjacent peripheral nodes while remaining desynchronized from the mediating hub-is a fundamental mechanism for long-range coordination in complex networks. So far all studies have been focusing on only a single RS plateau generated by tuning intrinsic parameters such as coupling strength or time delay. Here we report an unobserved phenomenon: the coexistence of two distinct forms of RS in externally forced star networks. Using coupled Stuart-Landau oscillators, we show that a weak external forcing can induce an abrupt, explosive transition in which the leaf nodes synchronize at an intrinsic, network-selected frequency, yielding an explosive RS state (RS1) that is independent of the forcing frequency. As the forcing amplitude increases, the leaves undergo a second transition and become entrained by the external drive, producing a driven RS state (RS2). This double-RS structure occupies a well-defined region in the forcing-parameter space and depends sensitively on the spatial location of the stimulus. We further develop a simple theoretical framework that links explosive RS1 to a forcing-induced renormalization of the effective coupling and explains RS2 as a hub-assisted entrained RS regime. These results reveal two qualitatively different mechanisms of RS and suggest a mechanistic framework by which external stimuli can sculpt coherent interactions between distant brain areas.
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