Time-dependent branching processes: a model of oscillating neuronal avalanches

被引:4
|
作者
Pausch, Johannes [1 ,2 ,3 ,4 ]
Garcia-Millan, Rosalba [3 ,4 ]
Pruessner, Gunnar [3 ,4 ]
机构
[1] Univ Cambridge, Dept Appl Math & Theoret Phys, Cambridge CB3 0WA, England
[2] Univ Cambridge, St Catharines Coll, Cambridge CB3 0WA, England
[3] Imperial Coll London, Dept Math, London SW7 2AZ, England
[4] Imperial Coll London, Ctr Complex Sci, London SW7 2AZ, England
基金
英国工程与自然科学研究理事会;
关键词
GAMMA; DYNAMICS; CRITICALITY; THETA;
D O I
10.1038/s41598-020-69705-5
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Recently, neuronal avalanches have been observed to display oscillations, a phenomenon regarded as the co-existence of a scale-free behaviour (the avalanches close to criticality) and scale-dependent dynamics (the oscillations). Ordinary continuous-time branching processes with constant extinction and branching rates are commonly used as models of neuronal activity, yet they lack any such time-dependence. In the present work, we extend a basic branching process by allowing the extinction rate to oscillate in time as a new model to describe cortical dynamics. By means of a perturbative field theory, we derive relevant observables in closed form. We support our findings by quantitative comparison to numerics and qualitative comparison to available experimental results.
引用
收藏
页数:17
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