Periodic orbits of single neuron models with internal decay rate \(0 < \beta \leq 1\) (Q2846818)
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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
3 September 2013
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dynamical system
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fixed point
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stability
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neural network
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iterative process
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difference equation
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periodic solution
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0.96428823
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0.92272055
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0.9041843
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0.9009565
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0.9001529
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0.89350533
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0.8890287
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0.8883116
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Periodic orbits of single neuron models with internal decay rate \(0 < \beta \leq 1\) (English)
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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.
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