New clock offset prediction method for BeiDou satellites based on inter-satellite correlation

During the on-orbit operation of BeiDou satellites, the on board atomic clocks of these satellites are easily affected by changes in the space environment. Since the clock offsets of BeiDou satellites derived from multi-satellite clock estimation exhibit correlation among one another. In this study, the correlation among the clock offsets of BeiDou satellites is analyzed and the influence of correlation among satellites on clock offset prediction accuracy is investigated. To obtain accurate analysis results, the Baarda outlier detection method is initially improved. The improved method can effectively eliminate small errors in clock offset data. Then, the correlation coefficient among BeiDou satellites is calculated, and the method based on the correlation among BeiDou satellite clocks is used to predict the clock offsets of the satellites. Experimental results show that clock offset prediction accuracy can be improved by 7.3% compared with that of the traditional method when the method that considers correlation among satellite clocks is used.

[1]  Guanwen Huang,et al.  Quality variation of GPS satellite clocks on-orbit using IGS clock products , 2013 .

[2]  Guy A. E. Vandenbosch,et al.  On the influence of RF absorbing material on the GNSS position , 2014, GPS Solutions.

[3]  Wang Guochen The Application of Radial Basis Function Neural Network in the GPS Satellite Clock Bias Prediction , 2014 .

[4]  Yunbin Yuan,et al.  Atomic clock performance and combined clock error prediction for the new generation of BeiDou navigation satellites , 2018, Advances in Space Research.

[5]  Xing Su,et al.  Analysis of BDS satellite clocks in orbit , 2016, GPS Solutions.

[6]  Ying Wang,et al.  Navigation Satellite Clock Error Prediction Based on Functional Network , 2012, Neural Processing Letters.

[7]  Qin Zhang,et al.  An Improved Predicted Model for BDS Ultra-Rapid Satellite Clock Offsets , 2018, Remote. Sens..

[8]  Jingnan Liu,et al.  Performance Analysis of Beidou-2/Beidou-3e Combined Solution with Emphasis on Precise Orbit Determination and Precise Point Positioning , 2018, Sensors.

[9]  Cui Xianqiang,et al.  Grey System Model for the Satellite Clock Error Predicting , 2005 .

[10]  Yidong Lou,et al.  Benefits of satellite clock modeling in BDS and Galileo orbit determination , 2017 .

[11]  Michitaka Kosaka Evaluation method of polynomial models' prediction performance for random clock error , 1987 .

[12]  Qin Zhang,et al.  Real-time clock offset prediction with an improved model , 2013, GPS Solutions.