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The Refractory Period Matters: Unifying Mechanisms of Macroscopic Brain Waves

Corey Weistuch, Lilianne R. Mujica‐Parodi, Ken A. Dill

2021Neural Computation13 citationsDOIOpen Access PDF

Abstract

The relationship between complex brain oscillations and the dynamics of individual neurons is poorly understood. Here we utilize maximum caliber, a dynamical inference principle, to build a minimal yet general model of the collective (mean field) dynamics of large populations of neurons. In agreement with previous experimental observations, we describe a simple, testable mechanism, involving only a single type of neuron, by which many of these complex oscillatory patterns may emerge. Our model predicts that the refractory period of neurons, which has often been neglected, is essential for these behaviors.

Topics & Concepts

Refractory periodMechanism (biology)NeuroscienceInferenceStatistical physicsSimple (philosophy)Period (music)Computer scienceNeuronPhysicsPsychologyCognitive scienceArtificial intelligenceMedicinePhilosophyEpistemologyCardiologyQuantum mechanicsAcousticsNeural dynamics and brain functionstochastic dynamics and bifurcationNonlinear Dynamics and Pattern Formation