Naslov
Stochastic analysis of the electromagnetic induction effect on a neuron’s action potential dynamics

Autori
Lojić Kapetanović, Ante ; Šušnjara, Anna ; Poljak, Dragan

Izvornik
Nonlinear dynamics (0924-090X) 105 (2021); 3585-3602

Vrsta, podvrsta i kategorija rada
Radovi u časopisima, članak, znanstveni

Ključne riječi
Hodgkin–Huxley neuron model ; Memristor coupling ; Electromagnetic induction ; Uncertaintyquantification ; Stochastic sensitivity analysis

Sažetak
The presence of time-varying electromagnetic fields across a neuron cell may cause changes in its electrical characteristics, most notably, in the action potential dynamics. This phenomenon is examined by simulating electrophysiology of a single cortex neuron. Magnetic flux is captured by using a polynomial approximation of a memristor embedded into Hodgkin–Huxley model, equivalent electrical circuit of a neuron cell. Bifurcation analysis is carried out for two different electrical modes associated with the nature of the external neuronal stimulus. Aiming to determine the true influence of the variability of ion channels conductivity, the stochastic sensitivity analysis is undertaken post hoc. Additionally, numerical simulations are enriched with uncertainty quantification, observing values of ion channel conductivity as random variables. The aim of the study is to computationally determine the sensitivity of the action potential dynamics with respect to changes in conductivity of each ion channel so that the future experimental procedures, most often medical treatments, may be adapted to different individuals in various environmental conditions.

Izvorni jezik
Engleski

Znanstvena područja
Elektrotehnika

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