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  • 标题:An Extended U-D Algorithm with Multiple Forgetting Factors for RLS Estimation of Model Parameters
  • 本地全文:下载
  • 作者:G. Hardier
  • 期刊名称:IFAC PapersOnLine
  • 印刷版ISSN:2405-8963
  • 出版年度:2015
  • 卷号:48
  • 期号:21
  • 页码:200-207
  • DOI:10.1016/j.ifacol.2015.09.528
  • 语种:English
  • 出版社:Elsevier
  • 摘要:On-line parameter tracking in near-real time is a good alternative for advanced FDD/FTC systems, because an updated model is often a prerequisite for many indirect adaptive control algorithms. For aircraft, monitoring and reconfiguring is beneficial to impaired airplanes, but also to under-equipped vehicles (UAS, small airplanes). Otherwise, many schemes have been proposed since the 80s to deal with the tricky problem of on-line estimation. However, their computational complexity is often incompatible with the constraints resulting from onboard implementation and A/C certification issues. Accordingly, this paper capitalizes on the reliable but simple enough U-D factorization algorithm, and proposes an extended version that includes multiple forgetting factors to adapt to possibly different parameter rates of change. After a detailed description of the algorithm, the approach is applied to an academic benchmark chosen to enable the comparison of different methods in realistic conditions, with and without excitation.
  • 关键词:parameter identificationrecursive least squaresadaptive controlfault tolerant systems
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