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  • 标题:Fast NMPC with Mixed-Integer Controls Using Quasi-Translations ⁎
  • 本地全文:下载
  • 作者:Anson Maitland ; John McPhee
  • 期刊名称:IFAC PapersOnLine
  • 印刷版ISSN:2405-8963
  • 出版年度:2018
  • 卷号:51
  • 期号:20
  • 页码:343-348
  • DOI:10.1016/j.ifacol.2018.11.057
  • 语种:English
  • 出版社:Elsevier
  • 摘要:AbstractWe present a computationally simple strategy to solve model predictive control problems with mixed-integer controls. We restrict the set of possible discrete control sequences considered at each time step by using parameterized quasi-translations, which relate discrete controls over consecutive timesteps. The parameters can be tuned to balance controller performance, chatter and turnaround time. Using quasi-translations we design two NMPCs for autonomous vehicle control with discrete gear input and exclusively acting pedal inputs. We compare these to an NMPC using a representative ‘out-of-the-box’ MINLP solver. The quasi-translation controllers run orders of magnitude faster with minimal degradation in tracking performance. This is an exciting development for integer controls that begs future work.
  • 关键词:KeywordsMixed-Integer controlPredictive controlNonlinear controlDiscontinuous controlAutonomous vehicles
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