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**Existence and exponential stability of almost periodic solution for stochastic cellular neural networks with delay.**
*(English)*
Zbl 1198.60024

Summary: The paper considers the problems of existence of quadratic mean almost periodic and global exponential stability for stochastic cellular neural networks with delays. By employing the Holder’s inequality and fixed points principle, we present some new criteria ensuring existence and uniqueness of a quadratic mean almost periodic and global exponential stability. These criteria are important in signal processing and the design of networks. Moreover, these criteria are also applied in others stochastic biological neural systems.

Editorial remark: There are doubts about a proper peer-reviewing procedure of this journal. The editor-in-chief has retired, but, according to a statement of the publisher, articles accepted under his guidance are published without additional control.

Editorial remark: There are doubts about a proper peer-reviewing procedure of this journal. The editor-in-chief has retired, but, according to a statement of the publisher, articles accepted under his guidance are published without additional control.

### MSC:

60H10 | Stochastic ordinary differential equations (aspects of stochastic analysis) |

34K14 | Almost and pseudo-almost periodic solutions to functional-differential equations |

34K50 | Stochastic functional-differential equations |

92B20 | Neural networks for/in biological studies, artificial life and related topics |

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\textit{Z. Huang} and \textit{Q.-G. Yang}, Chaos Solitons Fractals 42, No. 2, 773--780 (2009; Zbl 1198.60024)

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