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Published on: May 30, 2014
Insights into oscillator network dynamics using a phase-isostable framework
R Nicks1, R Allen1, S Coombes1
1School of Mathematical Sciences, University of Nottingham, Nottingham NG7 2RD, United Kingdom.
This study introduces phase-isostable network equations for coupled nonlinear oscillators. This advanced method accurately captures emergent network dynamics and bifurcations, outperforming standard phase reduction techniques.
Area of Science:
- Nonlinear Dynamics
- Network Science
- Computational Neuroscience
Background:
- Coupled nonlinear oscillators exhibit complex emergent behaviors.
- Standard phase reduction methods fail to capture certain network dynamics and bifurcations.
- Isostable coordinates offer a more comprehensive description of oscillator dynamics.
Purpose of the Study:
- To extend the phase-isostable framework to arbitrary numbers of coupled identical oscillators.
- To derive conditions for the stability of phase-locked states, including synchrony.
- To compare the accuracy of phase-isostable equations against higher-order phase reductions.
Main Methods:
- Development of phase-isostable network equations for N coupled oscillators.
- Analysis of stability conditions for phase-locked states.
- Comparison with higher-order phase reductions using the complex Ginzburg-Landau equation.
- Application to globally linearly coupled Morris-Lecar neuron models.
Main Results:
- Phase-isostable network equations accurately capture bifurcations in phase-locked states.
- The phase-isostable framework demonstrates superior accuracy compared to higher-order phase reductions.
- Qualitative correspondence observed between simulations and phase-isostable descriptions for Morris-Lecar networks.
- The method captures dynamics missed by first-order phase descriptions in small and large networks.
Conclusions:
- The phase-isostable framework provides a more accurate description of coupled oscillator networks than standard phase reduction.
- This approach is effective for analyzing complex dynamics, including synchrony and bifurcations, in various network sizes.
- The study validates the utility of phase-isostable coordinates for understanding emergent phenomena in coupled dynamical systems.
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