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
共 50 条
  • [21] TIME-DEPENDENT PROCESSES IN ALLERGY AND ASTHMA
    FALLIERS, CJ
    ANNALS OF ALLERGY, 1981, 47 (04): : 253 - 259
  • [22] Time-dependent processes in polyelectrolyte solutions
    Reed, WF
    BERICHTE DER BUNSEN-GESELLSCHAFT-PHYSICAL CHEMISTRY CHEMICAL PHYSICS, 1996, 100 (06): : 685 - 695
  • [23] APPLYING COMPUTERS TO TIME-DEPENDENT PROCESSES
    OSBORNE, WH
    IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 1975, IA11 (02) : 229 - 235
  • [24] ON TIME-DEPENDENT QUEUING-PROCESSES
    KEILSON, J
    KOOHARIAN, A
    ANNALS OF MATHEMATICAL STATISTICS, 1960, 31 (01): : 104 - 112
  • [25] Random forests for time-dependent processes
    Goehry, Benjamin
    ESAIM-PROBABILITY AND STATISTICS, 2020, 24 : 801 - 826
  • [26] ON TIME-DEPENDENT MULTISTEP DYNAMIC PROCESSES
    SZIDAROVSZKY, F
    ARGYROS, IK
    BULLETIN OF THE AUSTRALIAN MATHEMATICAL SOCIETY, 1991, 43 (01) : 51 - 61
  • [27] On Pressure Measurement in Time-Dependent Processes
    Zamuraev, V. P.
    Latypov, A. F.
    FLUID DYNAMICS, 2003, 38 (01) : 97 - 104
  • [28] On Pressure Measurement in Time-Dependent Processes
    V. P. Zamuraev
    A. F. Latypov
    Fluid Dynamics, 2003, 38 : 97 - 104
  • [29] Time-dependent dynamic diffusion processes in coal: Model development and analysis
    Liu, Ting
    Lin, Baiquan
    INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER, 2019, 134 : 1 - 9
  • [30] Stochastic Equation of Fragmentation and Branching Processes Related to Avalanches
    Beznea, Lucian
    Deaconu, Madalina
    Lupascu, Oana
    JOURNAL OF STATISTICAL PHYSICS, 2016, 162 (04) : 824 - 841