دورية أكاديمية

Long time behavior of an age and leaky memory-structured neuronal population equation

التفاصيل البيبلوغرافية
العنوان: Long time behavior of an age and leaky memory-structured neuronal population equation
المؤلفون: Fonte Sanchez, Claudia, Schmutz, Valentin
سنة النشر: 2023
المجموعة: Base Institutionnelle de Recherche de l'université Paris-Dauphine (BIRD)
مصطلحات موضوعية: long time behavior, nonlocal transport equation, mean-field equation, Doeblin's and Harris's theorems, piecewise deterministic Markov process, spiking neuron, spike-frequency adaptation, short-term synaptic plasticity, Analyse
الوقت: 515
الوصف: We study the asymptotic stability of a two-dimensional mean-field neuronal population equation, which is explicitly linked to spiking neuron models, and generalizes the time-elapsed neuron network model by the inclusion of a leaky memory variable. This additional variable can represent a slow fatigue mechanism, like spike frequency adaptation or short-term synaptic depression. Even though two-dimensional models are known to have emergent behaviors, like population bursts, which are not observed in one-dimensional models, we show that in the weak connectivity regime, two-dimensional models behave like one-dimensional models, i.e. they relax to a unique stationary state. The proof is based on a version of Harris' ergodic theorem and a perturbation argument. The multidimensionality of the model and delay effects require careful consideration. ; non ; non ; recherche ; International
نوع الوثيقة: article in journal/newspaper
وصف الملف: application/pdf
اللغة: English
تدمد: 0036-1410
العلاقة: SIAM Journal on Mathematical Analysis; 54; 2022; 34; SIAM - Society for Industrial and Applied Mathematics; oui; https://basepub.dauphine.psl.eu/handle/123456789/22363Test
الإتاحة: https://basepub.dauphine.psl.eu/handle/123456789/22363Test
رقم الانضمام: edsbas.9D24DB32
قاعدة البيانات: BASE