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  • 标题:Projected Preconditioning within a Block-Sparse Active-Set Method for MPC
  • 本地全文:下载
  • 作者:Rien Quirynen ; Andrew Knyazev ; Stefano Di Cairano
  • 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:28-34
  • DOI:10.1016/j.ifacol.2018.10.170
  • 语种:English
  • 出版社:Elsevier
  • 摘要:AbstractModel predictive control (MPC) often requires solving an optimal control structured quadratic program (QP), possibly based on an online linearization at each sampling instant. Block-tridiagonal preconditioners have been proposed, combined with the minimal residual (MINRES) method, to result in a simple but efficient implementation of a sparse active-set strategy for fast MPC. This paper presents an improved variant of this PRESAS algorithm, by using a projected preconditioned conjugate gradient (PPCG) method. Based on a standalone C code implementation and using an ARM Cortex-A7 processor, we illustrate the performance of the proposed solver against the current state of the art for embedded predictive control.
  • 关键词:KeywordsPredictive controlQuadratic programmingNumerical algorithms
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