State and parameters estimation of vehicle based on UKF

Shaobo Xie*, Cheng Lin

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

17 Citations (Scopus)

Abstract

Accurate estimation of vehicle state variables and uncertain parameters can improve the robustness of vehicle dynamic control system. The concept of uncertain vehicle parameter-set was proposed. The state space model for the estimation system was established. The estimation of the state variables and uncertain parameter-set were completed based on the UKF theory. The comparison with the reference model showed that the estimation method was effective and could get the precise results. A transformed magic formula tire model was also proposed to calculate the cornering force in the estimation process. The tire model reduced the parameters and could realize the precise estimation of tire lateral force.

Original languageEnglish
Pages (from-to)6-12
Number of pages7
JournalNongye Jixie Xuebao/Transactions of the Chinese Society for Agricultural Machinery
Volume42
Issue number12
Publication statusPublished - Dec 2011

Keywords

  • Model time-varying parameters
  • State estimation
  • Tire model
  • UKF
  • Vehicle system dynamics

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