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Extended Filter For Real0me Mul0GNSS Orbit Determina0on Bingbing Duan Junping Chen Shanghai Astronomical Observatory (SHAO)

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Page 1: Extended’Filter’For’Real/0me’ Mul0/GNSS’Orbit’Determina0on’ - PY0205 - Chen.pdf · Shanghai Astronomical Observatory Requirement of Real-time orbit determination !Attractive

Extended  Filter  For  Real-­‐0me  Mul0-­‐GNSS  Orbit  Determina0on  

Bingbing Duan Junping Chen

Shanghai Astronomical Observatory (SHAO)

Page 2: Extended’Filter’For’Real/0me’ Mul0/GNSS’Orbit’Determina0on’ - PY0205 - Chen.pdf · Shanghai Astronomical Observatory Requirement of Real-time orbit determination !Attractive

Content

Background

Extended filter

Real-time data analysis

Application to BDS system

Conclusion

Shanghai Astronomical Observatory

Page 3: Extended’Filter’For’Real/0me’ Mul0/GNSS’Orbit’Determina0on’ - PY0205 - Chen.pdf · Shanghai Astronomical Observatory Requirement of Real-time orbit determination !Attractive

Background

Shanghai Astronomical Observatory

Real-time orbits&clocks Broadcast R(m) T(m) N(m) 3D(m) GPS IIA 0.26 1.21 0.37 1.10 GPS IIR 0.14 1.04 0.42 0.52 GPS IIF 0.14 0.75 0.32 0.28 Galileo 0.63 2.65 2.29 1.62 BDS-I 0.50 2.42 1.31 0.87 BDS-M 0.50 2.42 1.31 0.87

Refer to igs.org and Montenbruck 2015

Page 4: Extended’Filter’For’Real/0me’ Mul0/GNSS’Orbit’Determina0on’ - PY0205 - Chen.pdf · Shanghai Astronomical Observatory Requirement of Real-time orbit determination !Attractive

Background

Shanghai Astronomical Observatory

Real-time orbits&clocks Broadcast R(m) T(m) N(m) 3D(m) GPS IIA 0.26 1.21 0.37 1.10 GPS IIR 0.14 1.04 0.42 0.52 GPS IIF 0.14 0.75 0.32 0.28 Galileo 0.63 2.65 2.29 1.62 BDS-I 0.50 2.42 1.31 0.87 BDS-M 0.50 2.42 1.31 0.87

Ultra-Rapid (predicted

half)

Accuracy Latency Updates

GPS Orbits 5cm Clocks 1.5ns

Real time UTC 03,09,15,21

Refer to igs.org and Montenbruck 2015

Page 5: Extended’Filter’For’Real/0me’ Mul0/GNSS’Orbit’Determina0on’ - PY0205 - Chen.pdf · Shanghai Astronomical Observatory Requirement of Real-time orbit determination !Attractive

Background

Shanghai Astronomical Observatory

Real-time orbits&clocks Broadcast R(m) T(m) N(m) 3D(m) GPS IIA 0.26 1.21 0.37 1.10 GPS IIR 0.14 1.04 0.42 0.52 GPS IIF 0.14 0.75 0.32 0.28 Galileo 0.63 2.65 2.29 1.62 BDS-I 0.50 2.42 1.31 0.87 BDS-M 0.50 2.42 1.31 0.87

Ultra-Rapid (predicted

half)

Accuracy Latency Updates

GPS Orbits 5cm Clocks 1.5ns

Real time UTC 03,09,15,21 IGS-RTS Accuracy Latency Updates

GPS Orbits 5cm Clocks 8cm

Real time -

Refer to igs.org and Montenbruck 2015

Page 6: Extended’Filter’For’Real/0me’ Mul0/GNSS’Orbit’Determina0on’ - PY0205 - Chen.pdf · Shanghai Astronomical Observatory Requirement of Real-time orbit determination !Attractive

Background

Shanghai Astronomical Observatory

For eclipsing satellites, regional GNSS system, orbits prediction accuracy suffers

Refer to Laurichesse et al, 2013

Page 7: Extended’Filter’For’Real/0me’ Mul0/GNSS’Orbit’Determina0on’ - PY0205 - Chen.pdf · Shanghai Astronomical Observatory Requirement of Real-time orbit determination !Attractive

Background

Shanghai Astronomical Observatory

Requirement of Real-time orbit determination u Attractive real-time applications, e.g., hazards monitoring, LEO orbit, troposphere & ionosphere u Constellation performance monitoring u Improve Signal in space (SIS) accuracy. Advantage of Multi-GNSS u More observations, better geometry, better precision, short convergence

Page 8: Extended’Filter’For’Real/0me’ Mul0/GNSS’Orbit’Determina0on’ - PY0205 - Chen.pdf · Shanghai Astronomical Observatory Requirement of Real-time orbit determination !Attractive

Real-time processing

Shanghai Astronomical Observatory

u  Data cleaning Most post-processing algorithm cannot satisfy real-time data processing, single-difference combination are added. u Ambiguity resolution Future measurements are not available, ambiguities fixed at two consecutive epochs will be treated as known values. u  Filter processing LSQ method changed to a batch filter (with capability to change update interval)

From post to real-time

Page 9: Extended’Filter’For’Real/0me’ Mul0/GNSS’Orbit’Determina0on’ - PY0205 - Chen.pdf · Shanghai Astronomical Observatory Requirement of Real-time orbit determination !Attractive

Extend filter

Shanghai Astronomical Observatory

• Filter update interval (arc length) is i epochs, all the linearizations are with respect to epoch 1; • Update initial orbit at epoch 1 and extrapolate orbit and to

epoch i; i (arc length) can be chosen flexibly u observation interval: the filter is a pure extended filter u 3 days: filter results is the same as least square solution

Filter design

Page 10: Extended’Filter’For’Real/0me’ Mul0/GNSS’Orbit’Determina0on’ - PY0205 - Chen.pdf · Shanghai Astronomical Observatory Requirement of Real-time orbit determination !Attractive

Extend filter

Shanghai Astronomical Observatory

Mathematics of the filter • State vector Processing

•  Predict

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Page 11: Extended’Filter’For’Real/0me’ Mul0/GNSS’Orbit’Determina0on’ - PY0205 - Chen.pdf · Shanghai Astronomical Observatory Requirement of Real-time orbit determination !Attractive

Real-time processing

Shanghai Astronomical Observatory

Data information

Data source : MGEX, 60 GPS sites, Green color stars 45 Galileo sites, Red color circles 36 Beidou sites, black color points

Page 12: Extended’Filter’For’Real/0me’ Mul0/GNSS’Orbit’Determina0on’ - PY0205 - Chen.pdf · Shanghai Astronomical Observatory Requirement of Real-time orbit determination !Attractive

Real-time processing

Shanghai Astronomical Observatory

Comparison between Filter with different interval and LSQ result

Page 13: Extended’Filter’For’Real/0me’ Mul0/GNSS’Orbit’Determina0on’ - PY0205 - Chen.pdf · Shanghai Astronomical Observatory Requirement of Real-time orbit determination !Attractive

Real-time processing

Shanghai Astronomical Observatory

Comparison between Filter with different interval and LSQ result

Page 14: Extended’Filter’For’Real/0me’ Mul0/GNSS’Orbit’Determina0on’ - PY0205 - Chen.pdf · Shanghai Astronomical Observatory Requirement of Real-time orbit determination !Attractive

Real-time processing

Shanghai Astronomical Observatory

Compare with Reference post-processing orbits

Mean 3D RMS: GPS: 7cm BDS-I: 57.2cm, BDS-M: 25.9cm,Galileo: 15.3cm

Page 15: Extended’Filter’For’Real/0me’ Mul0/GNSS’Orbit’Determina0on’ - PY0205 - Chen.pdf · Shanghai Astronomical Observatory Requirement of Real-time orbit determination !Attractive

Application to BDS system

Shanghai Astronomical Observatory

Improving BDS system SIS accuracy. Data length 2015.12.1-2015.12.28.

Page 16: Extended’Filter’For’Real/0me’ Mul0/GNSS’Orbit’Determina0on’ - PY0205 - Chen.pdf · Shanghai Astronomical Observatory Requirement of Real-time orbit determination !Attractive

Application to BDS system

Shanghai Astronomical Observatory

Page 17: Extended’Filter’For’Real/0me’ Mul0/GNSS’Orbit’Determina0on’ - PY0205 - Chen.pdf · Shanghai Astronomical Observatory Requirement of Real-time orbit determination !Attractive

Application to BDS system

Shanghai Astronomical Observatory

Civil  signal  SIS:URE,UDRE  improved  by  44%,  

35%    

URE:0.76(RMS)  /  1.35  (95%)  

UDRE:  0.26(RMS)  /  0.39  (95%)  

Page 18: Extended’Filter’For’Real/0me’ Mul0/GNSS’Orbit’Determina0on’ - PY0205 - Chen.pdf · Shanghai Astronomical Observatory Requirement of Real-time orbit determination !Attractive

Conclusion

Shanghai Astronomical Observatory

Ø Conclusion • Prototype system developed and validated • With flexibility to change filter steps

Ø  Next steps • Solar radiation pressure parameter. • Ambiguity resolution between different constellations.

Page 19: Extended’Filter’For’Real/0me’ Mul0/GNSS’Orbit’Determina0on’ - PY0205 - Chen.pdf · Shanghai Astronomical Observatory Requirement of Real-time orbit determination !Attractive

Shanghai Astronomical Observatory

SHA:  GNSS  Analysis  Center  at  SHAO  h4p://www.shao.ac.cn/shao_gnss_ac    

Page 20: Extended’Filter’For’Real/0me’ Mul0/GNSS’Orbit’Determina0on’ - PY0205 - Chen.pdf · Shanghai Astronomical Observatory Requirement of Real-time orbit determination !Attractive

Acknowledgement: Prof. Urs Hugentobler (TU Munich) and Oliver Montenbruck (DLR) hosted one-year visit and

valuable discussions