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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February 2024
Research Article|
February 05 2024
Adaptive exponential integrate-and-fire model with fractal extension Available to Purchase
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Data-Driven Models and Analysis of Complex Systems
Diogo L. M. Souza
;
Diogo L. M. Souza
(Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing)
1
Graduate Program in Science, State University of Ponta Grossa
, 84030-900 Ponta Grossa, PR, Brazil
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Enrique C. Gabrick
;
Enrique C. Gabrick
(Conceptualization, Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing)
1
Graduate Program in Science, State University of Ponta Grossa
, 84030-900 Ponta Grossa, PR, Brazil
2
Department of Physics, Humboldt University Berlin
, Newtonstraße 15, 12489 Berlin, Germany
3
Potsdam Institute for Climate Impact Research
, Telegrafenberg A31, 14473 Potsdam, Germany
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Paulo R. Protachevicz
;
Paulo R. Protachevicz
a)
(Conceptualization, Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing)
4
Institute of Physics, University of São Paulo
, 05508-090 São Paulo, SP, Brazil
a)Author to whom correspondence should be addressed: [email protected]
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Fernando S. Borges
;
Fernando S. Borges
(Conceptualization, Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing)
5
Department of Physiology and Pharmacology, State University of New York Downstate Health Sciences University
, Brooklyn, New York 11203, USA
6
Center for Mathematics, Computation, and Cognition, Federal University of ABC
, 09606-045 São Bernardo do Campo, SP, Brazil
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José Trobia
;
José Trobia
(Conceptualization, Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing)
7
Department of Mathematics and Statistics, State University of Ponta Grossa
, 84030-900 Ponta Grossa, Brazil
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Kelly C. Iarosz
;
Kelly C. Iarosz
(Conceptualization, Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing)
8
University Center UNIFATEB
, 84266-010 Telêmaco Borba, PR, Brazil
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Antonio M. Batista
;
Antonio M. Batista
(Conceptualization, Formal analysis, Methodology, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing)
1
Graduate Program in Science, State University of Ponta Grossa
, 84030-900 Ponta Grossa, PR, Brazil
4
Institute of Physics, University of São Paulo
, 05508-090 São Paulo, SP, Brazil
7
Department of Mathematics and Statistics, State University of Ponta Grossa
, 84030-900 Ponta Grossa, Brazil
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Iberê L. Caldas
;
Iberê L. Caldas
(Conceptualization, Formal analysis, Funding acquisition, Methodology, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing)
4
Institute of Physics, University of São Paulo
, 05508-090 São Paulo, SP, Brazil
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Ervin K. Lenzi
Ervin K. Lenzi
(Conceptualization, Formal analysis, Investigation, Methodology, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing)
1
Graduate Program in Science, State University of Ponta Grossa
, 84030-900 Ponta Grossa, PR, Brazil
9
Departament of Physics, State University of Ponta Grossa
, Av. Gen. Carlos Cavalcanti 4748, Ponta Grossa 84030-900, PR, Brazil
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Diogo L. M. Souza
1
Enrique C. Gabrick
1,2,3
Paulo R. Protachevicz
4,a)
Fernando S. Borges
5,6
José Trobia
7
Kelly C. Iarosz
8
Antonio M. Batista
1,4,7
Iberê L. Caldas
4
Ervin K. Lenzi
1,9
1
Graduate Program in Science, State University of Ponta Grossa
, 84030-900 Ponta Grossa, PR, Brazil
2
Department of Physics, Humboldt University Berlin
, Newtonstraße 15, 12489 Berlin, Germany
3
Potsdam Institute for Climate Impact Research
, Telegrafenberg A31, 14473 Potsdam, Germany
4
Institute of Physics, University of São Paulo
, 05508-090 São Paulo, SP, Brazil
5
Department of Physiology and Pharmacology, State University of New York Downstate Health Sciences University
, Brooklyn, New York 11203, USA
6
Center for Mathematics, Computation, and Cognition, Federal University of ABC
, 09606-045 São Bernardo do Campo, SP, Brazil
7
Department of Mathematics and Statistics, State University of Ponta Grossa
, 84030-900 Ponta Grossa, Brazil
8
University Center UNIFATEB
, 84266-010 Telêmaco Borba, PR, Brazil
9
Departament of Physics, State University of Ponta Grossa
, Av. Gen. Carlos Cavalcanti 4748, Ponta Grossa 84030-900, PR, Brazil
a)Author to whom correspondence should be addressed: [email protected]
Chaos 34, 023107 (2024)
Article history
Received:
September 13 2023
Accepted:
January 08 2024
Citation
Diogo L. M. Souza, Enrique C. Gabrick, Paulo R. Protachevicz, Fernando S. Borges, José Trobia, Kelly C. Iarosz, Antonio M. Batista, Iberê L. Caldas, Ervin K. Lenzi; Adaptive exponential integrate-and-fire model with fractal extension. Chaos 1 February 2024; 34 (2): 023107. https://doi.org/10.1063/5.0176455
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