Master stability in the presence of megastability: Emergence of oscillatory synchronization patterns

Karthikeyan Rajagopal a,b, Arezoo Firouzeh c, Mahtab Mehrabbeik c,
Sajad Jafari c,d,*, Julien Clinton Sprott e

a Center for Research, Easwari Engineering College, Chennai, India
b Center for Research, SRM TRP Engineering College, Trichy, India
c Department of Biomedical Engineering, Amirkabir University of Technology (Tehran Polytechnic), Tehran, Iran
d Health Technology Research Institute, Amirkabir University of Technology (Tehran Polytechnic), Tehran, Iran
e Department of Physics, University of Wisconsin, Madison, WI 53706, USA

A B S T R A C T

In this paper, we present the master stability function (MSF) analysis of synchronization in megastable dynamical systems—those with a countable infinity of coexisting attractors—across three benchmark oscillators (cabbage, simplest sinusoidal, and tanh–exponential) and four single coupling channels. For attractors selected by initial conditions, we quantify how dissipativity and external forcing shape stability on the synchronization manifold. While inner (more dissipative) attractors generally admit broader stability, the most striking outcome is the emergence of finely oscillatory MSF curves that partition the coupling axis into interleaved, narrow intervals. Unlike conventional MSF patterns, these repeated sign changes persist over wide coupling ranges, producing highly fragmented stability windows rather than a single contiguous region. This unprecedented phenomenon survives under forcing and depends strongly on the coupling pathway, revealing an unusually delicate balance between local megastable dynamics and network embedding. By characterizing this structured alternation of stable and unstable bands, the study clarifies why achieving collective synchrony in megastable regimes may be inherently challenging and points to targeted choices of attractor and coupling channel as key levers for
future network designs.

Ref: K. Rajagopal, A. Firouzeh, M. Mehrabbeik, S. Jafari, and J. C. Sprott,Chaos, Solitons and Fractals 211, 118791-1-15 (2026)

The complete paper is available in PDF format.

Return to Sprott's Books and Publications.