Skip to main content
Log in

Multipath effects on vector tracking algorithm for GNSS signal

多径效应对GNSS信号矢量跟踪算法的影响

  • Research Paper
  • Published:
Science China Information Sciences Aims and scope Submit manuscript

Abstract

The vector tracking algorithm uses a single extended Kalman filter (EKF) to predict the time-delays and the Doppler deviations of the GNSS signal, while also estimating the user’s position, velocity, and clock state. In this paper, the effects of multipath on the tracking performance of the vector delay / frequency lock loop (VDFLL) is studied for better application in the multipath environment. The error expressions of the measurements are given in theory. The tracking error caused by multipath is reduced by VDFLL, which is proved by the tracking error of VDFLL through a new iterating method. The theoretical analysis is verified by the Monte Carlo simulation.

摘要

矢量跟踪算法使用一个单独的扩展Kalman滤波器(EKF)同时完成信号跟踪与导航解算。 为了更好的在多径环境下应用矢量跟踪算法, 研究了多径效应对VDFLL跟踪性能的影响。 理论推导出了多径效应造成的伪距与伪距率观测向量的误差表达式, 推导出了VDFLL的跟踪测量误差, 表明矢量跟踪算法减小了多径效应造成的跟踪测量误差。 Monte Carlo仿真结果对理论分析进行了验证。

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Institutional subscriptions

Similar content being viewed by others

References

  1. Spilker J J. Vector delay lock loop processing of radio location transmitter signals. US Patent, 5398034, 1995-03-14

    Google Scholar 

  2. Lashley M, Bevly D M. What are vector tracking loops and what are their benefits and drawbacks?. GNSS Solut Column, 2009, 4: 16–21

    Google Scholar 

  3. Liu L Y, Amin M G. Tracking performance and average error analysis of GPS discriminators in multipath. Signal Process, 2009, 89: 1224–1239

    Article  MATH  Google Scholar 

  4. Brodin G, Daly P. GNSS code and carrier tracking in the presence of multipath. Int J Satell Commun, 1997, 15: 25–34

    Article  Google Scholar 

  5. Shen F, Zhao P J, Guo S B. Research on signal tracking performance of DS/BPSK navigation receiver on multipath environment (in Chinese). J Astron, 2008, 29: 1252–1257

    Google Scholar 

  6. Kalyanaraman S K, Braaasch M S, Kelly J M. Code tracking architecture influence on GPS carrier multipath. IEEE Trans AES, 2006, 42: 548–561

    Google Scholar 

  7. Liu S H, Fan J Q, Ou G, et al. Effects of dynamics of multipath on code tracking loop (in Chinese). Acta Geod Cartographica Sinica, 2011, 40: 89–94

    Google Scholar 

  8. Pany T, Kaniuth R, Eissfeller B. Deep integration of navigation solution and signal processing. In: Proceedings of the 18th International Technical Meeting of the Satellite Division of The Institute of Navigation, Long Beach, 2005. 1095–1102

    Google Scholar 

  9. Hsr L T, Groves P D, Jan S S. Assessment of the multipath mitigation effect of vector tracking in an urban environment. In: Proceedings of the ION 2013 Pacific PNT Meeting, Honolulu, 2013. 498–509

    Google Scholar 

  10. Lashley M, Bevly D M. Comparison in the performance of the vector delay/frequency lock loop and equivalen scalar tracking loops in dense foliage and urban canyon. In: Proceedings of the 24th International Technical Meeting of the Satellite Division of the Institute of Navigation, Portland, 2011. 1786–1803

    Google Scholar 

  11. Won J H, Eissfeller B. Effectiveness analysis of vector-tracking-loop in signal fading environment. In: Proceedings of 5th ESA Workshop on Satellite Navigation Technologies and Eruopean Workshop on GNSS Signal and Signal Processing, Noordwijk, 2010. 1–6

    Chapter  Google Scholar 

  12. Xiao Z B, Tang X M, Pang J, et al. The study of code tracking bias in vector delay lock loop. Sci Sinica Phys Mech Astron, 2010, 40: 568–574

    Google Scholar 

  13. Lashley M, Bevly D M. Analysis of discriminator based vector tracking algorithms. In: Proceedings of the National Technical Meeting of The Institute of Navigation, San Diego, 2007. 570–576

    Google Scholar 

  14. Sousa F M, Nunes F D. Characterization and performance analysis of VDFLL GNSS receiver architecture. In: Proceedings of 6th ESA Workshop on Satellite Navigation Technologies and European Workshop on GNSS Signal and Signal Processing, Noordwijk, 2012. 1–8

    Google Scholar 

  15. Closas P, Fernandez-Prades C, Fernandez-Rubio J A, et al. On the maximum likelihood estimation of position. In: Proceedings of the 19th International Technical Meeting of the Satellited Division of the Institute of Navigation, Fort Worth, 2006. 1800–1810

    Google Scholar 

  16. Parkinson B, Spilker Jr J, Axelrad P, et al. Global Positioning System Theory and Applications, Volume I. Washinton: American Institute of Aeronautics and Astronautics, Inc., 1996. 390–393

    Book  Google Scholar 

  17. Liu X J, Zhu Y M. The comparison between LS and Kalman filter (in Chinese). J Math Technol, 1993, 9: 81–84

    Google Scholar 

  18. Ward P W. Performance comparison between FLL, PLL and a novel FLL-assisted-PLL carrier tracking loop under RF interference conditions. In: Proceedings of the 11th International Technical Meeting of the Satellited Division of the Institute of Navigation, Nashville, 1998. 783–795

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to YongQing Wang.

Electronic supplementary material

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Luo, Y., Wang, Y., Wu, S. et al. Multipath effects on vector tracking algorithm for GNSS signal. Sci. China Inf. Sci. 57, 1–13 (2014). https://doi.org/10.1007/s11432-014-5153-1

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11432-014-5153-1

Keywords

关键词

Navigation