首页    期刊浏览 2024年10月06日 星期日
登录注册

文章基本信息

  • 标题:Multiple Model LPV Approach to Identification of Nonlinear Dual-rate System with Random Time Delay *
  • 本地全文:下载
  • 作者:Lei Chen ; Biao Huang ; Yongsheng Ding
  • 期刊名称:IFAC PapersOnLine
  • 印刷版ISSN:2405-8963
  • 出版年度:2015
  • 卷号:48
  • 期号:28
  • 页码:1220-1225
  • DOI:10.1016/j.ifacol.2015.12.298
  • 语种:English
  • 出版社:Elsevier
  • 摘要:AbstractThis paper deals with the problem of nonlinear dual-rate system identification with random time delay. The proposed approach adopts the multiple modeling framework, and the global LPV model is represented by a combination of various local models weighted by a probability function. The considered structure of the local model is in a state space form, and the process has fast rate inputs and slow rate outputs with random time delay. The expectation maximization algorithm is utilized to formulate and solve the problem of interest. The parameters of the local models and the weighting functions are estimated simultaneously. The particle smoothing technique is adopted to handle the computation of expectation functions. The effectiveness of the proposed approach is further illustrated through a simulation example.
  • 关键词:KeywordsMultiple modelsExpectation maximization algorithmNonlinear processSystem identificationTime delay
国家哲学社会科学文献中心版权所有