TY - GEN
T1 - Weak and Small Group Target Tracking Method Based on Multi-Dimensional Screening of Point Traces
AU - Tian, Jin
AU - Zhang, Yun
AU - Gao, Dai
AU - Yuan, Haoxuan
AU - Kong, Weimin
AU - Li, Long
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - Within the framework of Random Finite Set theory, a trajectory initiation method called Multi-dimensional Screening of Plot (MDSP) is proposed. This method realizes plot screening by constraining the discreteness, signal-to-noise ratio, motion state, and formation configuration of plots. Based on the screening results, different levels are assigned to the plot information, and then high-quality plots are selected to complete the tracking initiation. Simulation experiments verify that the proposed algorithm has better tracking performance than traditional algorithms in dense clutter, with less computational complexity and significantly accelerated response speed to newly born targets. The results show that the proposed method has strong robustness and can achieve accurate tracking of multiple targets under low signal-to-noise ratio.
AB - Within the framework of Random Finite Set theory, a trajectory initiation method called Multi-dimensional Screening of Plot (MDSP) is proposed. This method realizes plot screening by constraining the discreteness, signal-to-noise ratio, motion state, and formation configuration of plots. Based on the screening results, different levels are assigned to the plot information, and then high-quality plots are selected to complete the tracking initiation. Simulation experiments verify that the proposed algorithm has better tracking performance than traditional algorithms in dense clutter, with less computational complexity and significantly accelerated response speed to newly born targets. The results show that the proposed method has strong robustness and can achieve accurate tracking of multiple targets under low signal-to-noise ratio.
KW - Bernoulli filtering
KW - Multi-dimensional constraints
KW - Tracking before detection
KW - Trajectory initiation
UR - https://www.scopus.com/pages/publications/85208798280
U2 - 10.1109/IGARSS53475.2024.10642154
DO - 10.1109/IGARSS53475.2024.10642154
M3 - 会议稿件
AN - SCOPUS:85208798280
T3 - International Geoscience and Remote Sensing Symposium (IGARSS)
SP - 10404
EP - 10408
BT - IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, Proceedings
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2024 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2024
Y2 - 7 July 2024 through 12 July 2024
ER -