TY - GEN
T1 - A Millimeter-Wave Radar Track Initiation Method Based on Two-Stage Clustering
AU - Gu, Zinan
AU - Zhao, Guoqiang
N1 - Publisher Copyright:
© 2021 IEEE.
PY - 2021
Y1 - 2021
N2 - Millimeter-wave radar with large signal bandwidth characteristic can get more information about the target which means the target contains multiple scattering points, in this condition can better achieve accurate tracking of targets. The increase in data volume also poses challenges to data processing. Therefore, based on the agglomerated hierarchical clustering, a two-stage clustering algorithm is proposed in this paper to achieve adaptive points aggregation and optimize data processing of millimeter-wave radar system in complex environments. On the basis of points aggregation, the track initiation is completed using the modified logic method. Real radar data processing results show that the two-stage method can get better performance than the simple hierarchical clustering in terms of clustering accuracy. Also the two-stage method can effectively reduce the number of false tracks in the course of track initiation.
AB - Millimeter-wave radar with large signal bandwidth characteristic can get more information about the target which means the target contains multiple scattering points, in this condition can better achieve accurate tracking of targets. The increase in data volume also poses challenges to data processing. Therefore, based on the agglomerated hierarchical clustering, a two-stage clustering algorithm is proposed in this paper to achieve adaptive points aggregation and optimize data processing of millimeter-wave radar system in complex environments. On the basis of points aggregation, the track initiation is completed using the modified logic method. Real radar data processing results show that the two-stage method can get better performance than the simple hierarchical clustering in terms of clustering accuracy. Also the two-stage method can effectively reduce the number of false tracks in the course of track initiation.
UR - http://www.scopus.com/inward/record.url?scp=85123347906&partnerID=8YFLogxK
U2 - 10.1109/ICMMT52847.2021.9617884
DO - 10.1109/ICMMT52847.2021.9617884
M3 - Conference contribution
AN - SCOPUS:85123347906
T3 - 2021 International Conference on Microwave and Millimeter Wave Technology, ICMMT 2021 - Proceedings
BT - 2021 International Conference on Microwave and Millimeter Wave Technology, ICMMT 2021 - Proceedings
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 13th International Conference on Microwave and Millimeter Wave Technology, ICMMT 2021
Y2 - 23 May 2021 through 26 May 2021
ER -