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文章基本信息

  • 标题:Differential Neural Network Identification for Homogeneous Dynamical Systems ⁎
  • 本地全文:下载
  • 作者:Mariana Ballesteros ; Andrey Polyakov ; Denis Efimov
  • 期刊名称:IFAC PapersOnLine
  • 印刷版ISSN:2405-8963
  • 出版年度:2019
  • 卷号:52
  • 期号:16
  • 页码:233-238
  • DOI:10.1016/j.ifacol.2019.11.784
  • 语种:English
  • 出版社:Elsevier
  • 摘要:In this paper, a non parametric identifier for homogeneous nonlinear systems affine in the input is proposed. The identification algorithm is based on the neural networks using sigmoidal activation functions. The learning algorithm is derived by means of Lyapunov function method and homogeneity theory. A numerical example demonstrates the performance of the proposed identifier.
  • 关键词:KeywordsDifferential Neural NetworkNonlinear SystemsHomogeneous systemsIdentification
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