Experimental analysis demonstrates robust phase synchronization in Rössler systems with bidirectional coupling.
Generalized synchronization, in which a nontrivial interdependence is established between the trajectories of two or more coupled units, has been observed in a wide range of simulated and physical systems. Although several numerical methods are available for its detection, visualization techniques have not been reported, and bidirectional coupling remains challenging, especially for experimental data. This paper introduces a simple empirical method for approximating the functional relation, based on expressing the current value of one system variable as a function of the state variable of the other system, reconstructed by time-delay embedding, along with suitable nonlinearities. Two strongly parametrically mismatched Rössler systems with weak bidirectional coupling have been considered. The proposed method allows the computation of a time series, namely, a “proxy signal,” which shows significantly stronger phase synchronization compared to the original system variables. The underlying approximated functional is visualized through regression coefficients, and its relationship with the Lyapunov exponents is demonstrated by simulated parameter sweeps in two dimensions. The results are validated via tunable analog electronic realization of the coupled systems. The effects of nonidealities in the physical apparatus are also investigated, demonstrating the robustness of the proposed method.
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Minati et al. (2025) studied this question.
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