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- 2016
星地时间同步钟差异常处理的Bayesian方法
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Abstract:
由于星地时间观测受大气层和地球表面环境影响,时间观测序列容易出现粗差,原子钟性能也可能出现相应异常扰动,需要对粗差进行分析处理。对此,本文引入基于识别变量的自回归(auto-regressive,AR)模型异常值探测的Bayesian方法对星地时间同步钟差序列中的异常值进行探测,进一步基于迭代似然比检验法中的异常值描述模型,将异常值估值问题转化为简单的线性模型最小二乘估计问题,以期对钟差序列中的异常值进行修复。实验表明本文的方法能够准确的探测出异常值的位置并精确的估计出异常值的大小
[1] | McCulloch R E, Tsay R S. Bayesian Analysis of Autoregressive Time Series Via the Gibbs Sample[J]. <em>Journal of Time Series Analysis</em>, 1992, 2(15):235-250 |
[2] | Gui Q, Li X, Gong Y. A Bayesian Unmasking Method for Locating Multiple Gross Errors Based on Posterior Probabilities of Classification Variables[J].<em>Journal of Geodesy</em>, 2011, 85:191-203 |
[3] | Winkler G M R. Introduction to Robust Statistics and Data Filtering[J/OL]. <em>Hamilton Technical Services</em>, http://www.wriley.com/ROBSTAT.htm, 1993 |
[4] | Guo Hairong. Study on the Analysis Theories and Algorithms of the Time and Frequeney Charaeterization for Atomie Clocks of Navigation Satellites[D]. Zhengzhou:Information Engineering University, 2006(郭海荣.导航卫星原子钟时频特性分析理论与方法研究[D].郑州:信息工程大学,2006) |
[5] | Yang Jian, Wang Zemin, Wang Guiwen, et al. Research on Clock Jumps of GPS Receiver[J].<em>Journal of Geodesy and Geodynamics</em>, 2007, 27(3):123-127. (杨剑,王泽民,王贵文,等.GPS接收机钟跳的研究[J].大地测量与地球动力学,2007,27(3):123-127) |
[6] | Niu Fei, Han Chunhao, Zhang Yisheng, et al. Analysis and Detection on Atomic Clock Anomaly of Navigation Satellites[J]. <em>Geomatics and Information Science of Wuhan University</em>, 2009, 34(5):585-588(牛飞,韩春好,张义生,等.导航卫星星载原子钟异常监测分析[J].武汉大学学报·信息科学版,2009,34(5):585-588) |
[7] | Christian P R. Monte Carlo Statistical Methods[M]. Berlin:Springer, 2004 |
[8] | Huang Guanwen. Research on Algorithms of Precise Clock Offset and Quality Evaluation of GNSS Satellite Clock[D]. Xi'an:Chang'an University, 2012(黄观文.GNSS星载原子钟质量评价及精密钟差算法研究[D].西安:长安大学,2012) |
[9] | Riley W J. Outliers in Time and Frequency Measurements[R/OL]. Hamilton Technical Services, http://www.stable32.com/Outliers%20in%20Time%20and%20Frequency%20Measurements.pdf, 2013 |
[10] | Zhang Qianqian, Gui Qingming, Wang Yanting. Bayesian Methods for Outliers Detection in Autoregressive Model Based on Different Types of Classification Variables[J]. <em>Acta Geodaeticaetica et Cartographica Sinica</em>, 2012, 41(3):378-384(张倩倩,归庆明,王延停.基于不同类型识别变量的AR模型异常值探测的Bayes方法[J].测绘学报,2012,41(3):378-384) |
[11] | Huang Feijiang. An Algorithm of Dynamic Two-Way Time Transfer Based on Inter-satellite Range Variation[J]. <em>Geomatics and Information Science of Wuhan University</em>, 2010, 35(1):13-16(黄飞江.基于星间距离变化的动态双向时间同步算法[J].武汉大学学报·信息科学版,2010,35(1):13-16) |
[12] | Koppang P, Wheeler P. Working Application of TWSTT for High Precision Remote Synchronization[C]. The Annual IEEE International Frequency Control Symposium, CA, USA, 1998 |
[13] | Zhong Xingwang. Analysis and Correction Techniques of Movement Influence on Inter-satellite Two-Way Time Transfer[J]. <em>Journal of Chinese Space and Technology</em>, 2007,27(6):54-58(钟兴旺.卫星运动对星间双向法时间同步的影响分析与校正[J].中国空间科学技术,2007,27(6):54-58) |
[14] | Xu Dongmei. Auto-Timing of Satellite Navigation System Using Conditional Estimation[J].<em>Journal of Chinese Space and Technology</em>, 2006, 26(6):18-23(徐冬梅.利用条件平差实现导航星座自主守时方法[J].中国空间科学技术,2006,26(6):18-23) |
[15] | Abraham B, Box G E P. Bayesian Analysis of Some Outlier Problems in Time Series[J]. <em>Biometrika</em>, 1979, 66:229-236 |
[16] | Wei Bucheng. The Introduction of Statistical Diagnosis[M]. Nanjing:Press of Southeast University, 1991(韦博成.统计诊断引论[M].南京:东南大学出版社,1991) |
[17] | Koch K R. Bayesian Inference with Geodetic Applications[M]. Berlin:Springer, 1990 |
[18] | Riley W J. Frequency Jump Detection and Analysis[C]. The 40th Annual Precise Time and Time Interval Meeting, Virginia, 2008 |
[19] | Huang Xinming, Gong Hang, Zhu Xiangwei, et al. A Real Time Anomaly Monitoring Algorithm for Satellite Clock Based on Kalman Filter[J]. <em>Journal of Astronautic Metrology and Measurement</em>, 2011, 31(5):6-11(黄新明,龚航,朱祥维,等.基于Kalman滤波器的卫星钟实时异常监测算法[J].宇航计测技术,2011,31(5):6-11) |
[20] | Box G E P, Tiao G C. Bayesian Inference in Statistical Analysis[M]. Massachusetts:Addison Wesley, 1973 |
[21] | Tsay R S. Outliers, Level Shifts, and Variance Changes in Time Series[J]. <em>Journal of Forecasting</em>, 1988, 7:1-20 |