Exponential stability of discrete-time Hopfield neural networks (Q1767842)
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scientific article; zbMATH DE number 2142384
| Language | Label | Description | Also known as |
|---|---|---|---|
| English | Exponential stability of discrete-time Hopfield neural networks |
scientific article; zbMATH DE number 2142384 |
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Exponential stability of discrete-time Hopfield neural networks (English)
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8 March 2005
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The authors obtain some sufficient conditions for the local and global exponential stability of discrete-time Hopfield neural networks with general activation functions. By using the M-matrix theory and some inequality techniques, the exponential convergence rate of the neural networks to the equilibrium is estimated, and for the local exponential stability, the basin of attraction of the stable equilibrium is also characterized.
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discrete-time Hopfield neural networks
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equilibrium
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global exponential stability
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exponential convergence rate
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local exponential stability
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