Periodic orbits of single neuron models with internal decay rate \(0 < \beta \leq 1\) (Q2846818)

From MaRDI portal





scientific article; zbMATH DE number 6204328
Language Label Description Also known as
English
Periodic orbits of single neuron models with internal decay rate \(0 < \beta \leq 1\)
scientific article; zbMATH DE number 6204328

    Statements

    0 references
    0 references
    0 references
    3 September 2013
    0 references
    dynamical system
    0 references
    fixed point
    0 references
    stability
    0 references
    neural network
    0 references
    iterative process
    0 references
    difference equation
    0 references
    periodic solution
    0 references
    Periodic orbits of single neuron models with internal decay rate \(0 < \beta \leq 1\) (English)
    0 references
    This paper considers the following difference equation, NEWLINE\[NEWLINE x_{n+1}=\beta x_n-g(x_n), \qquad n=0,1,\ldots, NEWLINE\]NEWLINE which describes the dynamics of a single neuron. Here \(0<\beta\leq 1\) is the internal decay rate and the signal function \(g\) is a more complicated step function defined below, NEWLINE\[NEWLINE g(x)=\begin{cases} -b, &x\leq -\alpha, \\ -a, &-\alpha <x<0, \\ 0, &x=0, \\ a, &0<x<\alpha, \\ b, &\alpha \leq x, \end{cases} NEWLINE\]NEWLINE where \(b>a>0\) and \(\alpha>0\). Some results on the periodicity of solutions and stability of periodic solutions are established. These results generalize some existing ones.
    0 references
    0 references

    Identifiers

    0 references
    0 references
    0 references
    0 references
    0 references
    0 references