TY - JOUR
T1 - Typical motion-based modelling and tracking for vehicle targets in linear road segment
AU - Hao, Xiaohui
AU - Xia, Yuanqing
AU - Yang, Hongjiu
AU - Zuo, Zhiqiang
N1 - Publisher Copyright:
© 2024 Informa UK Limited, trading as Taylor & Francis Group.
PY - 2024
Y1 - 2024
N2 - 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.
AB - 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.
KW - Route-based vehicle tracking
KW - typical motion modelling
KW - variable structure multiple models (VSMMs)
UR - http://www.scopus.com/inward/record.url?scp=85181524542&partnerID=8YFLogxK
U2 - 10.1080/00207721.2023.2295308
DO - 10.1080/00207721.2023.2295308
M3 - Article
AN - SCOPUS:85181524542
SN - 0020-7721
VL - 55
SP - 833
EP - 843
JO - International Journal of Systems Science
JF - International Journal of Systems Science
IS - 5
ER -