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Topological-numerical analysis of a two-dimensional discrete neuron model

Chaos, ISSN: 1089-7682, Vol: 33, Issue: 4
2023
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Research Results from Gdansk University of Technology Update Knowledge of Nonlinear Science (Topological-numerical analysis of a two-dimensional discrete neuron model)

2023 APR 19 (NewsRx) -- By a News Reporter-Staff News Editor at NewsRx Science Daily -- Investigators publish new report on nonlinear science. According to

Article Description

We conduct computer-Assisted analysis of a two-dimensional model of a neuron introduced by Chialvo in 1995 [Chaos, Solitons Fractals 5, 461-479]. We apply the method of rigorous analysis of global dynamics based on a set-oriented topological approach, introduced by Arai et al. in 2009 [SIAM J. Appl. Dyn. Syst. 8, 757-789] and improved and expanded afterward. Additionally, we introduce a new algorithm to analyze the return times inside a chain recurrent set. Based on this analysis, together with the information on the size of the chain recurrent set, we develop a new method that allows one to determine subsets of parameters for which chaotic dynamics may appear. This approach can be applied to a variety of dynamical systems, and we discuss some of its practical aspects.

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