Using Allan Variance to Analyze the Zero-differenced Stochastic Model Characteristics of GPS

  • ZHANG Xiaohong ,
  • ZHU Feng ,
  • XUE Xueming ,
  • TANG Long
Expand
  • School of Geodesy and Geomatics, Wuhan University, Wuhan 430079, China

Received date: 2013-12-09

  Revised date: 2014-10-28

  Online published: 2015-02-14

Supported by

The National Natural Science Foundation of China(No.41474025);Specialized Research Fund for the Doctoral Program of Higher Education of China(No.2013141110001)

Abstract

The estimation criteria for solving parameters in zero-differenced GPS positioning is that observations obey Gaussian white noise distribution. But a number of pioneering studies point out that the white noise would be damaged by satellites errors, propagation errors, station environment errors and so on. Meanwhile, un-modeling errors also have adverse effects. These errors not only undermine the assumption estimation criteria, and some non-white noises are likely to be absorbed by state parameters. In result, the accuracy of estimates is influenced. This paper regards white noise, colored noise and un-modeling errors as ZD stochastic model of GPS. Then the Allan variance method is proposed to analyze the posteriori residuals which can represent the Stochastic characteristics of GPS data. Noise component and parameters are mainly investigated. The result shows GPS noise behaves as WN plus GM. The phase and pseudorange WN is 2.392 mm and 0.936 m respectively, GM process noise is 4.450 mm/√s and 0.833 m/√s respectively, correlation time is 52.074 s and 14.737 s respectively. It is found that the phase GM component is associated with satellite, but the rest is associated with station. A number of analysis indicate that the ZD stochastic model characteristics of GPS obeys non-Gaussian white noise distribution and is to be refined.

Cite this article

ZHANG Xiaohong , ZHU Feng , XUE Xueming , TANG Long . Using Allan Variance to Analyze the Zero-differenced Stochastic Model Characteristics of GPS[J]. Acta Geodaetica et Cartographica Sinica, 2015 , 44(2) : 119 -127 . DOI: 10.11947/j.AGCS.2015.20130513

References

[1] WILLIAMS S D P.CAST: GPS Coordinate Time Series Analysis Software[J].GPS Solution,2008,12(2):147-153.
[2] BRUYNINX C, BECKER M, STANGL G. Regional Densification of the IGS in Europe Using the EUREF Permanent GPS Network (EPN)[J]. Physics and Chemistry of the Earth, Part A: Solid Earth and Geodesy, 2001, 26(6): 531-538.
[3] IMAKIIRE T, KOARAI M. Wide-area Land Subsidence Caused by “the 2011 off the Pacific Coast of Tohoku Earthquake”[J]. Soils and Foundations, 2012, 52(5): 842-855.
[4] WANG W, ZHAO B, WANG Q, et al. Noise Analysis of Continuous GPS Coordinate Time Series for CMONOC[J]. Advances in Space Research, 2012, 49(5): 943-956.
[5] HERRING T A, KING R W, MCCLUSKY S C. GAMIT Reference Manual[EB\OL].[2010-10-28].http://www-gpsg.mit.edu/~simon/gtgk/GAMIT_Ref.pdf.
[6] HUGENTOBLER R D U, MICHAEL M P F. Bernese GPS Software Version 5.0[EB\OL].[2007-01-01].http://www.bernese.unibe.ch/docs50/DOCU50.pdf.
[7] GREGORIUS T. Gipsy-OasisⅡ: How it Works[M]. Newcastle: University of Newcastle Press,1996.
[8] RANKIN J. An Error Model for Sensor Simulation GPS and Differential GPS[C]//Proceedings of IEEE Position Location and Navigation Symposium Record. Las Vegas:IEEE, 1994: 260-266.
[9] DE JONG K. A Modular Approach to Precise GPS Positioning[J]. GPS Solutions, 1999, 2(4): 52-56.
[10] HAN S. Quality-control Issues Relating to Instantaneous Ambiguity Resolution for Real-time GPS Kinematic Positioning[J]. Journal of Geodesy,1997, 71(6): 351-361.
[11] HARTINGER H, BRUNNER F K. Variances of GPS Phase Observations: The SIGMA-ε Model[J]. GPS Solutions,1999, 2(4): 35-43.
[12] ZHANG J, BOCK Y, JOHNSON H, et al. Southern California Permanent GPS Geodetic Array: Error Analysis of Daily Position Estimates and Site Velocities[J]. Journal of Geophysical Research, 1997, 102(B8): 18035-18055.
[13] LI Zhao, JIANG Weiping, LIU Hongfei,et al. Noise Model Establishment and Analysis of IGS Reference Station Coordinate Time Series inside China[J]. Acta Geodaetica et Cartographica Sinica, 2012,41(4):496-503.(李昭,姜卫平,刘鸿飞,等.中国区域IGS基准站坐标时间序列噪声模型建立与分析[J].测绘学报,2012,41(4):496-503.)
[14] LIAO Hua, XU Rui Weifeng, CHEN W F, et al. Property Variation and Statistical Analysis of Sichuan GPS Time Series before and after Wenchuan Earthquake[J]. Chinese Journal of Geophys,2013,56(4):1237-1245.(廖华,徐锐,陈维锋,等.汶川地震前后四川区域GPS时序特征演变及统计分析[J].地球物理学报,2013,56(4):1237-1245.)
[15] NASSAR S. Improving the Inertial Navigation System (INS) Error Model for INS and INS/DGPS Applications[D]. Calgary:University of Calgary, 2003.
[16] IEEE Aerospace and Electronic Systems Society.IEEE Standard Specification Format Guide and Test Procedure for Single-axis Interferometric Fiber Optic Gyros[S]. doi:10.1109/IEEESTD.1998.86153.
[17] HOU H. Modeling Inertial Sensors Errors Using Allan Variance[D]. Calgary:University of Calgary, 2004.
[18] FEISSEL-VERNIER M, DE VIRON O, LE BAIL K, et al. Stability of VLBI, SLR, DORIS, and GPS Positioning[J]. Earth, Planets, and Space, 2007,59(6): 475-497.
[19] HACKL M, MALSERVISI R, HUGENTOBLER U, et al. Estimation of Velocity Uncertainties from GPS Time Series: Examples from the Analysis of the South African TrigNet Network[J]. Journal of Geophysical Research,2011. doi:10.1029/2010JB008142.
[20] FRIEDERICHS T. Analysis of Geodetic Time Series Using Allan Variances[D]. Stuttgart: University of Stuttgart, 2010.
[21] NIU X, CHEN Q, ZHANG Q, et al. Using Allan Variance to Analyze the Error Characteristics of GNSS Positioning[J]. GPS Solutions, 2013,18(2):231-242.
[22] ALLAN W D. Statistics of Atomic Frequency Standards[J]. Proceedings of IEEE, 1966,54(2):221-230.
[23] RILEY W J. Handbook of Frequency Stability Analysis[EB/OL].[2008-07-01].https://safe.nrao.edu/wiki/pub/Main/ToddHunter/nist1065.pdf.
[24] RUTMAN J. Characterization of Phase and Frequency Instabilities in Precision Frequency Sources: Fifteen Years of Progress[J]. Proceedings of IEEE, 1978,66(9):1048-1075.
[25] LI Zhenghang, HUANG Jinsong. GPS Surveying and Data Processing [M]. Wuhan: Wuhan University Press,2010. (李征航,黄劲松.GPS测量与数据处理[M]. 武汉: 武汉大学出版社,2010.)
Outlines

/