In dynamical systems, the full stability of fixed point solutions is determined by their basins of attraction. Characterizing the structure of these basins is, in general, a complicated task, especially in high dimensionality. Recent works have advocated to quantify the non-linear stability of fixed points of dynamical systems through the relative volumes of the associated basins of attraction [Wiley et al., Chaos 16, 015103 (2006) and Menck et al. Nat. Phys. 9, 89 (2013)]. Here, we revisit this issue and propose an efficient numerical method to estimate these volumes. The algorithm first identifies stable fixed points. Second, a set of initial conditions is considered that are randomly distributed at the surface of hypercubes centered on each fixed point. These initial conditions are dynamically evolved. The linear size of each basin of attraction is finally determined by the proportion of initial conditions which converge back to the fixed point. Armed with this algorithm, we revisit the problem considered by Wiley et al. in a seminal paper [Chaos 16, 015103 (2006)] that inspired the title of the present manuscript and consider the equal-frequency Kuramoto model on a cycle. Fixed points of this model are characterized by an integer winding number q and the number n of oscillators. We find that the basin volumes scale as , contrasting with the Gaussian behavior postulated in the study by Wiley et al.. Finally, we show the applicability of our method to complex models of coupled oscillators with different natural frequencies and on meshed networks.
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October 2017
Research Article|
October 09 2017
The size of the sync basin revisited Available to Purchase
Robin Delabays
;
Robin Delabays
1
School of Engineering, University of Applied Sciences of Western Switzerland
, CH-1950 Sion, Switzerland
2
Section de Mathématiques, Université de Genève
, CH-1211 Genève, Switzerland
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Melvyn Tyloo
;
Melvyn Tyloo
1
School of Engineering, University of Applied Sciences of Western Switzerland
, CH-1950 Sion, Switzerland
3
Institute of Physics, École Polytechnique Fédérale de Lausanne (EPFL)
, CH-1015 Lausanne, Switzerland
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Philippe Jacquod
Philippe Jacquod
1
School of Engineering, University of Applied Sciences of Western Switzerland
, CH-1950 Sion, Switzerland
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Robin Delabays
1,2
Melvyn Tyloo
1,3
Philippe Jacquod
1
1
School of Engineering, University of Applied Sciences of Western Switzerland
, CH-1950 Sion, Switzerland
2
Section de Mathématiques, Université de Genève
, CH-1211 Genève, Switzerland
3
Institute of Physics, École Polytechnique Fédérale de Lausanne (EPFL)
, CH-1015 Lausanne, Switzerland
Chaos 27, 103109 (2017)
Article history
Received:
June 02 2017
Accepted:
September 22 2017
Citation
Robin Delabays, Melvyn Tyloo, Philippe Jacquod; The size of the sync basin revisited. Chaos 1 October 2017; 27 (10): 103109. https://doi.org/10.1063/1.4986156
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