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Passivity analysis of memristive neural networks with different memductance functions

机译:具有不同导通函数的忆阻神经网络的无源性分析

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摘要

Memristive neural networks have captured the attention of physicists, biologists, ecolo-gists, economists and social scientists. In this paper, we formulate and investigate a class of memristive neural networks with two different types of memductance functions. Some succinct criteria in terms of linear matrix inequalities for the passivity are proposed. Meanwhile, based on the derived criteria, some stability criterion are obtained for the memristive neural networks. These theoretical analysis can characterize the fundamental electrical properties of memristive systems and provide convenience for applications.
机译:忆阻神经网络已经引起了物理学家,生物学家,生态学家,经济学家和社会科学家的关注。在本文中,我们制定并研究了一类具有两种不同类型的忆阻功能的忆阻神经网络。在线性矩阵不等式方面,提出了一些简洁的判据。同时,基于导出的准则,获得了忆阻神经网络的一些稳定性准则。这些理论分析可以表征忆阻系统的基本电性能,并为应用提供方便。

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  • 来源
  • 作者

    Ailong Wu; Zhigang Zeng;

  • 作者单位

    College of Mathematics and Statistics, Hubei Normal University, Huangshi 435002, China,School of Automation, Huazhong University of Science and Technology, Wuhan 430074, China,Key Laboratory of Image Processing and Intelligent Control of Education Ministry of China, Wuhan 430074, China;

    School of Automation, Huazhong University of Science and Technology, Wuhan 430074, China,Key Laboratory of Image Processing and Intelligent Control of Education Ministry of China, Wuhan 430074, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Memristor; Discontinuous dynamical systems; Hybrid control systems; Passivity;

    机译:忆阻器间断动力系统;混合控制系统;被动性;

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