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  • 标题:Approximate inverses in preconditioned fast dual gradient methods for MPC
  • 本地全文:下载
  • 作者:Emil Klintberg ; Sebastien Gros
  • 期刊名称:IFAC PapersOnLine
  • 印刷版ISSN:2405-8963
  • 出版年度:2017
  • 卷号:50
  • 期号:1
  • 页码:5901-5906
  • DOI:10.1016/j.ifacol.2017.08.1321
  • 语种:English
  • 出版社:Elsevier
  • 摘要:AbstractThis paper considers the usage of approximate inverses in a preconditioned fast dual proximal gradient method for Model Predictive Control (MPC). We show that for a dualization of the dynamic constraints, the dense preconditioner is an exponentially off-diagonally decaying matrix. By approximating the preconditioner by a banded matrix, the computational cost per iteration can be decreased, while early numerical tests indicate that the number of iterations is almost unaffected in cases where the off-diagonal decay is rapid.
  • 关键词:KeywordsModel predictive controlOptimization methodsEmbedded optimizationFast gradient methodsApproximate inverses
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