Typical motion-based modelling and tracking for vehicle targets in linear road segment

Xiaohui Hao, Yuanqing Xia*, Hongjiu Yang, Zhiqiang Zuo

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

1 Citation (Scopus)

Abstract

In this paper, a typical motion-based modelling and tracking issue is investigated for vehicle targets in linear road segment by a variable structure multiple model (VSMM) method. Vehicle target motions in a road with multiple lanes are described by typical lane keeping and lane changing manoeuvres. To describe trajectories of typical manoeuvres, an Ornstein–Uhlenbeck process and a sine half-cycle are used to model lane keeping and lane changing motions in lateral direction, respectively. Note that starting point and length of lane changing motion are unknown in target tracking. Time-varying model sets are designed based on the current motion model with different motion parameters. A VSMM tracking frame is constructed to obtain target state estimates with time-varying model set. The effectiveness of the proposed typical motion-based tracking scheme is displayed by simulation results on road vehicle tracking.

Original languageEnglish
Pages (from-to)833-843
Number of pages11
JournalInternational Journal of Systems Science
Volume55
Issue number5
DOIs
Publication statusPublished - 2024

Keywords

  • Route-based vehicle tracking
  • typical motion modelling
  • variable structure multiple models (VSMMs)

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