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文章基本信息

  • 标题:On the significance of the noise model for the performance of a linear MPC in closed-loop operation
  • 本地全文:下载
  • 作者:Morten Hagdrup ; Dimitri Boiroux ; Zeinab Mahmoudi
  • 期刊名称:IFAC PapersOnLine
  • 印刷版ISSN:2405-8963
  • 出版年度:2016
  • 卷号:49
  • 期号:7
  • 页码:171-176
  • DOI:10.1016/j.ifacol.2016.07.241
  • 语种:English
  • 出版社:Elsevier
  • 摘要:This paper discusses the significance of the noise model for the performance of a Model Predictive Controller when operating in closed-loop. The process model is parametrized as a continuous-time (CT) model and the relevant sampled-data filtering and control algorithms are developed. Using CT models typically means less parameters to identify. Systematic tuning of such controllers is discussed. Simulation studies are conducted for linear time-invariant systems showing that choosing a noise model of low order is beneficial for closed-loop performance.
  • 关键词:Closed-loop controlpredictive controlmodel-based controlKalman Filtersstate estimation
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