TY - JOUR
T1 - 复杂环境下天基无源协同多目标初始定轨方法
AU - Zhang, Hongyuan
AU - Gong, Baichun
AU - Han, Fei
AU - Sun, Yue
AU - Ning, Xin
N1 - Publisher Copyright:
© 2025 Chinese Institute of Electronics. All rights reserved.
PY - 2025/5
Y1 - 2025/5
N2 - In the context of the space-based passive cooperative multi-target angular data association and initial orbit determination mission, to address the problem of poor orbit determination accuracy due to the high association mis-match rate of the traditional method in the complex environment where sensor clutter and missed detection are taken into account, a method for multi-target data association and multi-target initial orbit determination based on parameter correction and clustering estimation is proposed. First, a dynamics model incorporating the Earth' s non-spherical J2 term and the Moon' s gravitational perturbation and line-of-sight angle measurement model are developed, a sensor clutter and missed detection model is derived and a simulated data generator is constructed. Second, the data association cost matrix is constructed according to the evaluation metrics of the measurement association, the cost matrix processing method based on parameter correction and clustering estimation is proposed, and the optimal allocation algorithm is applied to find out the association results. Third, the global associations are derived based on the cooperative associations and the time-series associations, and the multi-target orbit velocities are solved with reference to the global associations. Finally, the proposed method is validated by numerical targeting Simulation experiments with coordinated Observation of 10 targets in the geostationary Earth orbit neighborhood. Simulation results show that the proposed method is effective in resisting the influence of sensor clutter and missed detection, improving the association and multi-target initial orbit determination accuracy, and the relative orbit error is less than 1%.
AB - In the context of the space-based passive cooperative multi-target angular data association and initial orbit determination mission, to address the problem of poor orbit determination accuracy due to the high association mis-match rate of the traditional method in the complex environment where sensor clutter and missed detection are taken into account, a method for multi-target data association and multi-target initial orbit determination based on parameter correction and clustering estimation is proposed. First, a dynamics model incorporating the Earth' s non-spherical J2 term and the Moon' s gravitational perturbation and line-of-sight angle measurement model are developed, a sensor clutter and missed detection model is derived and a simulated data generator is constructed. Second, the data association cost matrix is constructed according to the evaluation metrics of the measurement association, the cost matrix processing method based on parameter correction and clustering estimation is proposed, and the optimal allocation algorithm is applied to find out the association results. Third, the global associations are derived based on the cooperative associations and the time-series associations, and the multi-target orbit velocities are solved with reference to the global associations. Finally, the proposed method is validated by numerical targeting Simulation experiments with coordinated Observation of 10 targets in the geostationary Earth orbit neighborhood. Simulation results show that the proposed method is effective in resisting the influence of sensor clutter and missed detection, improving the association and multi-target initial orbit determination accuracy, and the relative orbit error is less than 1%.
KW - cooperative orbit determination
KW - data association
KW - multi-target tracking
KW - passive detection
KW - space Situation awareness
UR - http://www.scopus.com/inward/record.url?scp=105008378468&partnerID=8YFLogxK
U2 - 10.12305/j.issn.1001-506X.2025.05.03
DO - 10.12305/j.issn.1001-506X.2025.05.03
M3 - 文章
AN - SCOPUS:105008378468
SN - 1001-506X
VL - 47
SP - 1404
EP - 1413
JO - Xi Tong Gong Cheng Yu Dian Zi Ji Shu/Systems Engineering and Electronics
JF - Xi Tong Gong Cheng Yu Dian Zi Ji Shu/Systems Engineering and Electronics
IS - 5
ER -