GPS-Based Real-Time Orbit Determination of Low Earth Orbit Satellites Using Robust Unscented Kalman Filter

被引:7
作者
Karslioglu, Mahmut Onur [1 ,2 ]
Erdogan, Eren [3 ]
Pamuk, Onur [2 ]
机构
[1] Middle East Tech Univ, Dept Civil Engn, Geomat Engn Div, Bldg K-6, TR-06800 Ankara, Turkey
[2] Middle East Tech Univ, Dept Geodet & Geog Informat Technol, Bldg K-6, TR-06800 Ankara, Turkey
[3] Tech Univ Munich, German Geodet Res Inst DGFI, Arcisstr 21, D-80333 Munich, Germany
关键词
Real-time orbit determination; Global positioning system (GPS) GRAPHIC observables; Robust estimation; Unscented Kalman filter; Spaceborn global positioning system (GPS) receiver;
D O I
10.1061/(ASCE)AS.1943-5525.0000779
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
In this research, a novel algorithm for real-time orbit determination (RTOD) is presented using the robust unscented Kalman filter (RUKF) with global positioning system (GPS) group and phase ionospheric correction (GRAPHIC) observables. To increase the reliability of the solution, a robust approach is included in the UKF to cope with the bad, invalid, or degraded measurements leading to the divergence or inaccurate output of the filter. Robustness is provided by making the filter less sensitive to faulty measurements using a scale matrix that is multiplied with the covariance matrix of the observation noises. Real data collected during a massive solar storm are used in the algorithm. For external validation, the outputs of RUKF and classical UKF are compared with the precision orbit ephemerides of the Challenging Minisatellite Payload (CHAMP). The results show that RUKF slightly outperforms classical UKF and possesses the capability to be used as an efficient and reliable algorithm in case of bad observations or malfunctioning of the system. (C) 2017 American Society of Civil Engineers.
引用
收藏
页数:10
相关论文
共 41 条
[1]  
[Anonymous], 2007, GLOBAL POSITIONING S
[2]  
[Anonymous], 2001, KALMAN FILTERING NEU
[3]   GPS single-frequency orbit determination for low Earth orbiting satellites [J].
Bock, H. ;
Jaeggi, A. ;
Dach, R. ;
Schaer, S. ;
Beutler, G. .
ADVANCES IN SPACE RESEARCH, 2009, 43 (05) :783-791
[4]  
Chapra S.C., 2006, Numerical Methods for Engineers-Fifth Edition
[5]  
Chiaradia A. P. M., 2000, ALGORITHMS BOARD ORB
[6]   Single frequency GPS measurements in real-time artificial satellite orbit determination [J].
Chiaradia, APM ;
Kuga, HK ;
Prado, AFBA .
ACTA ASTRONAUTICA, 2003, 53 (02) :123-133
[7]   Onboard orbit determination using GPS observations based on the unscented Kalman filter [J].
Choi, Eun-Jung ;
Yoon, Jae-Cheol ;
Lee, Byoung-Sun ;
Park, Sang-Young ;
Choi, Kyu-Hong .
ADVANCES IN SPACE RESEARCH, 2010, 46 (11) :1440-1450
[8]  
GFZ (GeoForschungszentrum), 2012, INF SYST DAT CTR GLO
[9]  
Gill E., 2002, P 5 ESA INT C SPAC G
[10]  
Gill E, 2004, C S SMALL SAT SYST S