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  Adaptive exponential integrate-and-fire model with fractal extension

Souza, D. L. M., Gabrick, E. C., Protachevicz, P. R., Borges, F. S., Trobia, J., Iarosz, K. C., Batista, A. M., Caldas, I. L., Lenzi, E. K. (2024): Adaptive exponential integrate-and-fire model with fractal extension. - Chaos, 34, 2, 023107.
https://doi.org/10.1063/5.0176455

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Souza, Diogo L. M.1, Autor
Gabrick, Enrique C.2, Autor              
Protachevicz, Paulo R.1, Autor
Borges, Fernando S.1, Autor
Trobia, José1, Autor
Iarosz, Kelly C.1, Autor
Batista, Antonio M.1, Autor
Caldas, Iberê L.1, Autor
Lenzi, Ervin K.1, Autor
Affiliations:
1External Organizations, ou_persistent22              
2Potsdam Institute for Climate Impact Research, ou_persistent13              

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 Zusammenfassung: The description of neuronal activity has been of great importance in neuroscience. In this field, mathematical models are useful to describe the electrophysical behavior of neurons. One successful model used for this purpose is the Adaptive Exponential Integrate-and-Fire (Adex), which is composed of two ordinary differential equations. Usually, this model is considered in the standard formulation, i.e., with integer order derivatives. In this work, we propose and study the fractal extension of Adex model, which in simple terms corresponds to replacing the integer derivative by non-integer. As non-integer operators, we choose the fractal derivatives. We explore the effects of equal and different orders of fractal derivatives in the firing patterns and mean frequency of the neuron described by the Adex model. Previous results suggest that fractal derivatives can provide a more realistic representation due to the fact that the standard operators are generalized. Our findings show that the fractal order influences the inter-spike intervals and changes the mean firing frequency. In addition, the firing patterns depend not only on the neuronal parameters but also on the order of respective fractal operators. As our main conclusion, the fractal order below the unit value increases the influence of the adaptation mechanism in the spike firing patterns.

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Sprache(n): eng - Englisch
 Datum: 2024-02-052024-02-05
 Publikationsstatus: Final veröffentlicht
 Seiten: 9
 Ort, Verlag, Ausgabe: -
 Inhaltsverzeichnis: -
 Art der Begutachtung: Expertenbegutachtung
 Identifikatoren: DOI: 10.1063/5.0176455
MDB-ID: No data to archive
PIKDOMAIN: RD4 - Complexity Science
Organisational keyword: RD4 - Complexity Science
OATYPE: Green Open Access
MDB-ID: pending
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Titel: Chaos
Genre der Quelle: Zeitschrift, SCI, Scopus, p3
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Ort, Verlag, Ausgabe: -
Seiten: - Band / Heft: 34 (2) Artikelnummer: 023107 Start- / Endseite: - Identifikator: CoNE: https://publications.pik-potsdam.de/cone/journals/resource/180808
Publisher: American Institute of Physics (AIP)