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Generation of Local CA1 γ Oscillations by Tetanic Stimulation
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Analysis of input-induced oscillations using the isostable coordinate framework
1Department of Electrical Engineering and Computer Science, University of Tennessee, Knoxville, Tennessee 37996, USA.
Chaos (Woodbury, N.Y.)
|March 3, 2021
Summary
This study introduces a new method for analyzing input-induced oscillations in dynamical systems. The isostable coordinate framework accurately predicts bifurcations and phase-locking in coupled systems, applicable to circadian and neural physiology.
Area of Science:
- Dynamical Systems Theory
- Nonlinear Dynamics
- Computational Neuroscience
Background:
- Reduced order modeling is crucial for analyzing complex oscillatory systems.
- Existing methods often fail for oscillations induced by external inputs or coupling.
- Input-induced oscillations are prevalent in biological and physical systems.
Purpose of the Study:
- To develop a robust framework for reduced order modeling of input-induced oscillations.
- To accurately predict bifurcations and phase-locking in coupled dynamical systems.
- To extend these techniques to systems relevant to circadian and neural physiology.
Main Methods:
- Leveraging the isostable coordinate framework for high-accuracy model reduction.
- Employing asymptotic expansion of isostable coordinate dynamics near Hopf bifurcations.
- Utilizing an adaptive phase-amplitude reduction for excitable systems.
Main Results:
- Successfully identified reduced equations for input-induced oscillations.
- Predicted coupling-induced bifurcations leading to stable oscillations.
- Accurately determined steady-state phase-locking relationships.
Conclusions:
- The proposed isostable coordinate framework effectively models input-induced oscillations.
- The methods are applicable to diverse coupled dynamical systems, including those in physiology.
- This work advances the analysis of oscillations in systems driven by external factors.
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