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Stability Analysis for Dynamical Neural Networks with Distributed Delays

机译:具有分布式延迟动态神经网络的稳定性分析

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This paper is concerned with stability analysis fora class of dynamical neural networks with distributed delays. The M-matrix theory and new analysis technique are used to obtain new sufficient conditions for the existence, uniqueness and global stability of the equilibrium point of dynamical neural networks with distributed delays. The importance of the new stability criteria in the design and application of dynamical neural networks with distributed delays is due to the fact that they can handle the case when the non-delayed terms can not dominate the delayed terms. The effectiveness of the obtained theoretical results are illustrated by numerical examples.
机译:本文涉及具有分布延迟的动态神经网络等类的稳定性分析。 M-Matrix理论和新分析技术用于获得具有分布延迟的动态神经网络平衡点的存在,唯一性和全局稳定性的新的充分条件。新的稳定标准在具有分布式延迟的动态神经网络的设计和应用中的重要性是由于它们可以在非延迟术语无法主导延迟术语时处理这种情况。通过数值实施例说明所获得的理论结果的有效性。

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