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Phase-locking patterns in a resonate and fire neural model with periodic drive
Luigi Marangio1, Stefano Galatolo2, Leone Fronzoni3
1Department of Mathematics, University of Pisa, Italy; Femto-ST Institute, Université de Bourgogne-Franche Comté, France.
Bio Systems
|July 20, 2019
Summary
This study investigates phase-locking in a neural model (LFHN) under periodic modulation, revealing its potential for modeling neural firing times and understanding neurophysiological systems.
Area of Science:
- Computational Neuroscience
- Nonlinear Dynamics
- Biophysics
Background:
- Neurophysiological systems exhibit complex firing patterns.
- Phase-locking phenomena are crucial for neural information processing.
- Understanding neural dynamics requires robust mathematical models.
Purpose of the Study:
- To investigate phase-locking phenomena in a novel neural model (LFHN).
- To analyze the impact of time-dependent modulation on neural firing.
- To establish conditions for firing activity and assess model's applicability to experimental data.
Main Methods:
- Linearization of the FitzHugh-Nagumo model near a hyperbolic fixed point.
- Integration of an integrate-and-fire mechanism for spike generation.
- Application of circle map analysis tools to study phase-locking patterns under periodic perturbations.
Main Results:
- The LFHN model exhibits diverse phase-locking patterns with periodic perturbations.
- Modulation amplitude and frequency significantly influence phase-locking properties.
- Phase-locking patterns persist under moderate noise levels, with smooth changes in rotation number.
Conclusions:
- The forced LFHN model demonstrates robust phase-locking dynamics.
- The model's ability to capture firing statistics suggests its utility for fitting experimental neural data.
- This research provides insights into neural synchronization and information coding.
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