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  • 标题:High-Performance Small-Scale Solvers for Moving Horizon Estimation
  • 本地全文:下载
  • 作者:Gianluca Frison ; Milan Vukov ; Niels Kjølstad Poulsen
  • 期刊名称:IFAC PapersOnLine
  • 印刷版ISSN:2405-8963
  • 出版年度:2015
  • 卷号:48
  • 期号:23
  • 页码:80-86
  • DOI:10.1016/j.ifacol.2015.11.265
  • 语种:English
  • 出版社:Elsevier
  • 摘要:AbstractIn this paper we present a moving horizon estimation (MHE) formulation suitable to easilydescribe the quadratic programs (QPs) arising in constrained and nonlinear MHE. We propose algorithms for factorization and solution of the underlying Karush-Kuhn-Tucker (KKT) system, as well as the efficient implementation techniques focusing on small-scale problems. The proposed MHE solver is implemented using custom linear algebra routines and is compared against implementations using BLAS libraries. Additionally, the MHE solver is interfaced to a code generation tool for nonlinear model predictive control (NMPC) and nonlinear MHE (NMHE). On an example problem with 33 states, 6 inputs and 15 estimation intervals execution times below 500 microseconds are reported for the QP underlying the NMHE.
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