Literature DB >> 25206936

Stability of delayed memristive neural networks with time-varying impulses.

Jiangtao Qi1, Chuandong Li1, Tingwen Huang2.   

Abstract

This paper addresses the stability problem on the memristive neural networks with time-varying impulses. Based on the memristor theory and neural network theory, the model of the memristor-based neural network is established. Different from the most publications on memristive networks with fixed-time impulse effects, we consider the case of time-varying impulses. Both the destabilizing and stabilizing impulses exist in the model simultaneously. Through controlling the time intervals of the stabilizing and destabilizing impulses, we ensure the effect of the impulses is stabilizing. Several sufficient conditions for the globally exponentially stability of memristive neural networks with time-varying impulses are proposed. The simulation results demonstrate the effectiveness of the theoretical results.

Keywords:  Exponential stability; Memristive neural networks; Time-varying delays; Time-varying impulses

Year:  2014        PMID: 25206936      PMCID: PMC4155069          DOI: 10.1007/s11571-014-9286-0

Source DB:  PubMed          Journal:  Cogn Neurodyn        ISSN: 1871-4080            Impact factor:   5.082


  11 in total

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