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Optimizing charge-balanced pulse stimulation for desynchronization
Erik T K Mau1, Michael Rosenblum1
1Department of Physics and Astronomy, University of Potsdam, Karl-Liebknecht-Str. 24/25, D-14476 Potsdam-Golm, Germany.
Chaos (Woodbury, N.Y.)
|February 2, 2022
Summary
This study introduces pulsatile control to manage collective synchronization in large populations. Researchers developed a method to precisely increase or decrease synchrony using realistic pulse shapes and stimulation phases.
Area of Science:
- Complex systems
- Nonlinear dynamics
- Statistical physics
Background:
- Collective synchronization is prevalent in natural and engineered systems, with applications in neuroscience.
- Controlling synchronization levels is crucial, necessitating effective techniques for both enhancement and suppression.
Purpose of the Study:
- To investigate pulsatile control strategies for modulating collective synchronization in large populations.
- To develop a theoretical framework for optimizing pulse profiles and stimulation phases to control synchrony levels.
Main Methods:
- Utilizing the noisy Kuramoto-Winfree model to analyze synchronization dynamics.
- Deriving an analytical expression for the change in phase distribution entropy due to pulsatile stimuli.
- Investigating the influence of individual unit properties (natural frequencies, phase response curves) and population state.
Main Results:
- A method was derived to quantify the impact of pulsatile control on the entropy of phase distribution, serving as a measure of synchrony.
- The study identified optimal pulse profiles and stimulation phases for either increasing or decreasing synchrony.
- Theoretical predictions were validated through numerical simulations on a two-frequency population model.
Conclusions:
- Pulsatile control offers a viable method for managing collective synchronization in complex systems.
- The derived theoretical framework provides a foundation for designing targeted control strategies in systems like neural networks.
- The findings highlight the importance of pulse characteristics and population properties in achieving desired synchronization outcomes.
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