共 50 条
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
相关论文