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Instantaneous Detection of Spatial Gradient Errors in Differential GNSS Jing Jing Illinois Institute of Technology Oct 28 2014 SCPNT, CA

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Page 1: Instantaneous Detection of Spatial Gradient Errors in ...web.stanford.edu/...Presentation.../S11.Jing_SCPNT.pdf · [3]Jing, J., et al., "Multi-dimensional Ionospheric Gradient Detection

Instantaneous Detection of Spatial Gradient Errors in Differential GNSS

Jing Jing Illinois Institute of Technology

Oct 28 2014 SCPNT, CA

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•  Differential GNSS –  Commonly used technique for improving GNSS performance

–  Ground Based Augmentation System (GBAS)

–  Includes multiple GPS low multipath antennas for net reduction in ranging error.

–  Antenna separation can be used to detect signal-in-space failures and anomalies:

Ionospheric fronts Ephemeris anomalies

Introduction

GBAS

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Background

•  Ionospheric fronts –  Caused by solar activity

–  Gradients as large as 412 mm/km

have been observed (20 m vertical

positioning error for GBAS users) [1]

•  Design an instantaneous ground monitor that detects ionospheric gradient errors

–  Gradient error is relatively small

–  Using carrier phase measurement

•  Extended to detect orbit ephemeris failures.

Ionospheric gradient

[1] Pullen, S., et al, “Impact and mitigation of ionospheric anomalies on ground-based augmentation of GNSS,” Radio Science, Vol. 44, RS0A21, doi:10.1029/2008RS004084, 2009.�

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Single Difference Carrier Phase Measurement

•   

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Double Difference Measurement

•   

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Traditional Algorithm I

•   

[1] Jing, J., et al., "Carrier Phase Null Space Monitor for Ionospheric Gradient Detection," IEEE Transactions on Aerospace and Electronic Systems, in press.�

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Traditional Algorithm II

•  Directly estimate gradient [1] ! Determine the cycle ambiguity through a rounding process.

(non-linear)

! Add unexpected undetectable region.

!  The performance still depends on the antenna pair selection.

[1] Jing, J., et al., "Carrier Phase Null Space Monitor for Ionospheric Gradient Detection," IEEE Transactions on Aerospace and Electronic Systems, in press.�

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Null Space Monitor Algorithm (I)

•   

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Null Space Monitor Algorithm (II)

•   

z

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•   

Null Space Monitor Algorithm (III)

[2] Mohamed Oussama Damen. "On Maximum-Likelihood Detection and the Search for the Closest Lattice Point." IEEE Transactions on Information Theory, VOL. 49, NO. 10, Oct. 2003.

setting r = T T: threshold

z

r

λLn

z

λLn T

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•   

Null Space Monitor Algorithm (III)

[2] Mohamed Oussama Damen. "On Maximum-Likelihood Detection and the Search for the Closest Lattice Point." IEEE Transactions on Information Theory, VOL. 49, NO. 10, Oct. 2003.

setting r = T T: threshold

z

r

λLn

λLn T

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•   

Performance Analysis

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Performance Analysis

•   

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Performance Analysis

•   

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Performance Analysis

•   

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•  Monitor performance

Null Space Monitor Performance (2-D)

: undetectable gradient

Detectable range:300 and 1030 mm/km

148m

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•  Null space monitor is designed –  Detection performance is highly dependent on the antenna topology

•  Find the antenna topology that maximizes the detectable gradient

Detectable range:300 - 828 mm/km Detectable range:300 and 559 mm/km

Antenna Topology Selection (I)

150m

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•   

Antenna Topology Selection (II)

[3]Jing, J., et al., "Multi-dimensional Ionospheric Gradient Detection for GBAS," Proceedings of the 2013 International Technical Meeting of The Institute of Navigation, San Diego, California, January 2013, pp. 121-128.�

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•  Monitor performance with four antennas

Detectable range:300 - 1030mm/km

Antenna Topology Selection (III)

Detectable range:300 and 1613 mm/km

Blue region: undetectable gradient

100m

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Code and Dual Frequency Carrier Phase monitors (I)

•  The null space monitor is designed to detect ionospheric fronts, but can potentially also be used to detect orbit ephemeris failures. –  No upper limit, can be infinitely large

•  Code phase monitor [4] –  Without cycle resolution, the carrier phase monitor cannot

detect all gradients

–  7 antennas are needed to detect all gradient errors

•  Dual Frequency carrier phase monitor [5] –  Reduce the antennas needed

[4]Jing, J., et al., "Null Space Ephemeris Monitor for GBAS," Proceedings of the ION 2013 Pacific PNT Meeting, Honolulu, Hawaii, April 2013, pp. 978-985. [5]Jing, J., et al., "Dual Frequency Ephemeris Ground Monitor for GBAS," Proceedings of the 2014 International Technical Meeting of The Institute of Navigation, San Diego, California, January 2014, pp. 265-271.�

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Code and Dual Frequency Carrier Phase monitors (II) •  Code + Dual frequency carrier measurements

–  Example: Five antenna topology

East gradient (mm/km)East Distance (m)

Nor

th D

ista

nce

(m)

Nor

th g

radi

ent (

mm

/km

)

: Undetectable region of carrier phase monitor

: Undetectable region of code phase monitor

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Conclusion

•  Ionospheric gradient monitor –  A null space monitor is developed to instantaneously detect

ionospheric gradient using carrier phase measurement

–  The performance is consistent with the antenna topology and provides superior detection performance

–  Optimized antenna topology is obtained that maximizes the detectable gradient while satisfying requirements.

•  Extend to orbit ephemeris failure detection –  Code phase monitor is developed to detect larger gradients

–  Dual frequency carrier phase monitor is designed to reduce the number of needed antennas

–  Using 5 antennas can detect all ephemeris failures with code and dual frequency null space monitor.

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•  Thank you!