Abstract
This study provides a systemic analysis to identify the biases in estimated satellite clocks and illustrates their effects in precise point positioning (PPP). First, the precise satellite clock estimation method considering pseudorange and carrier phase hardware delays is derived. Two methods for satellite clock estimation are compared, and their equivalency is discussed. The results show that apart from the well-known constant code hardware biases, the time-variant phase hardware biases are also absorbed by the estimated clocks. Also, the satellite clocks contain biases caused by modeling errors. To analyze the effects of these biases, they are grouped into initial clock biases (ICBs) and time-dependent biases (TDBs). Then, a detailed analysis of the impact of the biases on PPP-based troposphere and coordinate estimates is conducted. The experimental analysis demonstrates that TDBs affect positioning and tropospheric estimates, and their impacts are more significant in the static mode. The ICBs affect coordinate accuracy, zenith total delay mean bias, and its standard deviations only at the millimeter level for kinematic and static PPP, which is negligible. However, the ICBs affect the convergence period for both static and real kinematic PPP, and the magnitude of their impact largely depends on data quality. Note that satellites clocks are generally estimated with the P1/P2 and L1/L2 ionospheric-free combinations, and that hardware-specific parts of ICBs and TDBs cancel if users employ the same type of observables as the clock providers. Otherwise, the effects of biases cannot be ignored, especially for triple-frequency applications. Also, modeling-specific parts of ICBs and TDBs are significant in real-time clocks, which also affect user applications. Our conclusion is applicable for understanding the effects of these biases.
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Altamimi Z, Collilieux X (2009) IGS contribution to the ITRF. J Geod 83(3–4):375–383
Blewitt G, Kreemer C, Hammond WC, Plag HP, Stein S, Okal EA (2006) Rapid determination of earthquake magnitude using GPS for tsunami warning systems. Geophys Res Lett 33(11):L11309
Bock H, Hugentobler U, Beutler G (2003) Kinematic and dynamic determination of trajectories for low Earth satellites using GPS. In: Reigber C, Lühr H, Schwintzer P (eds) First CHAMP mission results for gravity, magnetic and atmospheric studies. Springer, Heidelberg, pp 65–69
Byram S, Hackman C, Slabinski V, Tracey J (2011) Computation of a high-precision GPS-based troposphere product by the USNO. In: Proceedings of the ION GNSS 2011, Institute of Navigation, Portland, Oregon, Sept 20–23, pp 572–578
Calais E, Han JY, DeMets C, Nocquet JM (2006) Deformation of the North American plate interior from a decade of continuous GPS measurements. J Geophys Res 111:B06402
Dach R, Brockmann E, Schaer S, Beutler G, Meindl M, Prange L, Bock H, Jäggi A, Ostini L (2009) GNSS processing at CODE: status report. J Geod 83:353–365
Defraigne P, Bruyninx C (2007) On the link between GPS pseudorange noise and day-boundary discontinuities in geodetic time transfer solutions. GPS Solut 11(4):239–249
Douša J (2010) The impact of errors in predicted GPS orbits on zenith troposphere delay estimation. GPS Solut 14(3):229–239
Dousa J, Vaclavovic P (2014) Real-time zenith tropospheric delays in support of numerical weather prediction applications. Adv Space Res 53(9):1347–1358
Gabor MJ (1999) GPS carrier phase ambiguity resolution using satellite-satellite single differences. In: Proceedings of the ION GPS 1999, Institute of Navigation, Nashville, TN, Sept 14–17, pp 1569–1578
Ge M, Chen J, Dousa J, Gendt G, Wickert J (2012) A computationally efficient approach for estimating high-rate satellite clock corrections in realtime. GPS Solut 16(1):9–17
Gendt G, Dick G, Reigber C, Tomassini M, Liu Y, Ramatschi M (2004) Near real time GPS water vapor monitoring for numerical weather prediction in Germany. J Meteorol Soc Jpn Ser II 82(1B):361–370
Geng J, Meng X, Dodson AH, Teferle FN (2010) Integer ambiguity resolution in precise point positioning: method comparison. J Geod 84(9):569–581
Gu S, Lou Y, Shi C, Liu J (2015) BeiDou phase bias estimation and its application in precise point positioning with triple-frequency observable. J Geod 89(10):979–992
Hauschild A, Montenbruck O (2009) Kalman-filter-based GPS clock estimation for near real-time positioning. GPS Solut 13(3):173–182
Huang XY et al (2003) TOUGH: targeting optimal use of GPS humidity measurements in meteorology. In: Proceedings of the international workshop on GPS meteorology, Tsukuba, 14–17 Jan 2003
King MA, Aoki S (2003) Tidal observations on floating ice using a single GPS receiver. Geophys Res Lett 30(3):1138
Kouba J (2003) A guide to using International GPS Service (IGS) products. ftp://igscb.jpl.nasa.gov/igscb/resource/pubs/GuidetoUsingIGSProducts.pdf
Laurichesse D, Mercier F, Berthias JP (2009) Real time precise GPS constellation orbits and clocks estimation using zero-difference integer ambiguity fixing. In: Proceedings of the ION ITM 2009, Institute of Navigation, Anaheim, CA, Jan 2, 664–672
Lou Y, Zhang W, Wang C, Yao X, Shi C, Liu J (2014) The impact of orbital errors on the estimation of satellite clock errors and PPP. Adv Space Res 54(8):1571–1580
Montenbruck O, Hugentobler U, Dach R, Steigenberger P, Hauschild A (2012) Apparent clock variations of the Block IIF-1 (SVN62) GPS satellite. GPS Solut 16(3):303–313
Pan L, Zhang X, Li X, Jing Liu, Xin Li (2017) Characteristics of inter-frequency clock bias for Block IIF satellites and its effect on triple-frequency GPS precise point positioning. GPS Solut 21(2):811–822
Shi J, Xu C, Li Y, Gao Y (2015) Impacts of real-time satellite clock errors on GPS precise point positioning-based troposphere zenith delay estimation. J Geod 89(8):747–756
Springer TA, Hugentobler U (2001) IGS ultra rapid products for (near-) real-time applications. Phys Chem Earth 26(6–8):623–628
Takasu T, Yasuda A (2009) Development of the low-cost RTK-GPS receiver with an open source program package RTKLIB. In: International symposium on GPS/GNSS 2009, Jeju, Nov 4–6, pp 1–6
Teferle FN, Orliac EJ, Bingley RM (2007) An assessment of Bernese GPS software precise point positioning using IGS final products for global site velocities. GPS Solut 11(3):205–213
Vaclavovic P, Dousa J, Gyori G (2013) G-Nut software library-state of development and first results. Acta Geodyn Geomater 10(4):431–436
Wang GQ (2013) Millimeter-accuracy GPS landslide monitoring using precise point positioning with single receiver phase ambiguity (PPP-SRPA) resolution: a case study in Puerto Rico. J Geod Sci 3(1):22–31
Wanninger L, Beer S (2015) BeiDou satellite-induced code pseudorange variations: diagnosis and therapy. GPS Solut 19(4):639–648
Wen Z, Henkel P, Günther C (2011) Reliable estimation of phase biases of GPS satellites with a local reference network. In: Proceedings of the ELMAR, Zadar, Sept 14–16, pp 321–324
Zhang X, Li X, Guo F (2010) Satellite clock estimation at 1 Hz for realtime kinematic PPP applications. GPS Solut 15(4):315–324
Zumberge JF, Heflin MB, Jefferson DC, Watkins MM, Webb FH (1997) Precise point positioning for the efficient and robust analysis of GPS data from large networks. J Geophys Res 102(B3):5005–5017
Acknowledgements
The precise satellite clocks are estimated based on an improved G-Nut software library (Vaclavovic et al. 2013). The PPP experiment is conducted based on the open-source software RTKLIB (Takasu and Yasuda 2009). This work is partially supported by the National Science Fund for Distinguished Young Scholars (No. 41525014), National 973 Program of China (No. 2012CB957701), National Natural Science Foundation of China (No. 41074008), Research Fund for the Doctoral Program of Higher Education of China (No. 20120141110025), and Non-profit Industry Financial Program of MWR (No. 201401072). The authors thank the IGS for providing the data. The authors also thank two anonymous reviewers for their patience and constructive comments that significantly improve the paper quality.
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Ye, S., Zhao, L., Song, J. et al. Analysis of estimated satellite clock biases and their effects on precise point positioning. GPS Solut 22, 16 (2018). https://doi.org/10.1007/s10291-017-0680-z
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DOI: https://doi.org/10.1007/s10291-017-0680-z