Integrity Monitoring of PPP-RTK Positioning; Part I: GNSS-Based IM Procedure

Nowadays, integrity monitoring (IM) is required for diverse safety-related applications using intelligent transport systems (ITS). To ensure high availability for road transport users for in-lane positioning, a sub-meter horizontal protection level (HPL) is expected, which normally requires a much h...

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Main Authors: Kan Wang, Ahmed El-Mowafy, Weijin Qin, Xuhai Yang
Format: Article
Language:English
Published: MDPI AG 2021-12-01
Series:Remote Sensing
Subjects:
Online Access:https://www.mdpi.com/2072-4292/14/1/44
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author Kan Wang
Ahmed El-Mowafy
Weijin Qin
Xuhai Yang
author_facet Kan Wang
Ahmed El-Mowafy
Weijin Qin
Xuhai Yang
author_sort Kan Wang
collection DOAJ
description Nowadays, integrity monitoring (IM) is required for diverse safety-related applications using intelligent transport systems (ITS). To ensure high availability for road transport users for in-lane positioning, a sub-meter horizontal protection level (HPL) is expected, which normally requires a much higher horizontal positioning precision of, e.g., a few centimeters. Precise point positioning-real-time kinematic (PPP-RTK) is a positioning method that could achieve high accuracy without long convergence time and strong dependency on nearby infrastructure. As the first part of a series of papers, this contribution proposes an IM strategy for multi-constellation PPP-RTK positioning based on global navigation satellite system (GNSS) signals. It analytically studies the form of the variance-covariance (V-C) matrix of ionosphere interpolation errors for both accuracy and integrity purposes, which considers the processing noise, the ionosphere activities and the network scale. In addition, this contribution analyzes the impacts of diverse factors on the size and convergence of the HPLs, including the user multipath environment, the ionosphere activity, the network scale and the horizontal probability of misleading information (PMI). It is found that the user multipath environment generally has the largest influence on the size of the converged HPLs, while the ionosphere interpolation and the multipath environments have joint impacts on the convergence of the HPL. Making use of 1 Hz data of Global Positioning System (GPS)/Galileo/Beidou Navigation Satellite System (BDS) signals on L1 and L5 frequencies, for small- to mid-scaled networks, under nominal multipath environments and for a horizontal PMI down to <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><mn>2</mn><mo>×</mo><msup><mrow><mn>10</mn></mrow><mrow><mo>−</mo><mn>6</mn></mrow></msup></mrow></semantics></math></inline-formula>, the ambiguity-float HPLs can converge to 1.5 m within or around 50 epochs under quiet to medium ionosphere activities. Under nominal multipath conditions for small- to mid-scaled networks, with the partial ambiguity resolution enabled, the HPLs can converge to 0.3 m within 10 epochs even under active ionosphere activities.
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spelling doaj.art-38c33bfc7f60402e9b97f8dd44c3844d2023-11-23T12:12:15ZengMDPI AGRemote Sensing2072-42922021-12-011414410.3390/rs14010044Integrity Monitoring of PPP-RTK Positioning; Part I: GNSS-Based IM ProcedureKan Wang0Ahmed El-Mowafy1Weijin Qin2Xuhai Yang3National Time Service Center, Chinese Academy of Sciences, Xi’an 710600, ChinaSchool of Earth and Planetary Sciences, Curtin University, Perth, WA 6845, AustraliaNational Time Service Center, Chinese Academy of Sciences, Xi’an 710600, ChinaNational Time Service Center, Chinese Academy of Sciences, Xi’an 710600, ChinaNowadays, integrity monitoring (IM) is required for diverse safety-related applications using intelligent transport systems (ITS). To ensure high availability for road transport users for in-lane positioning, a sub-meter horizontal protection level (HPL) is expected, which normally requires a much higher horizontal positioning precision of, e.g., a few centimeters. Precise point positioning-real-time kinematic (PPP-RTK) is a positioning method that could achieve high accuracy without long convergence time and strong dependency on nearby infrastructure. As the first part of a series of papers, this contribution proposes an IM strategy for multi-constellation PPP-RTK positioning based on global navigation satellite system (GNSS) signals. It analytically studies the form of the variance-covariance (V-C) matrix of ionosphere interpolation errors for both accuracy and integrity purposes, which considers the processing noise, the ionosphere activities and the network scale. In addition, this contribution analyzes the impacts of diverse factors on the size and convergence of the HPLs, including the user multipath environment, the ionosphere activity, the network scale and the horizontal probability of misleading information (PMI). It is found that the user multipath environment generally has the largest influence on the size of the converged HPLs, while the ionosphere interpolation and the multipath environments have joint impacts on the convergence of the HPL. Making use of 1 Hz data of Global Positioning System (GPS)/Galileo/Beidou Navigation Satellite System (BDS) signals on L1 and L5 frequencies, for small- to mid-scaled networks, under nominal multipath environments and for a horizontal PMI down to <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><mn>2</mn><mo>×</mo><msup><mrow><mn>10</mn></mrow><mrow><mo>−</mo><mn>6</mn></mrow></msup></mrow></semantics></math></inline-formula>, the ambiguity-float HPLs can converge to 1.5 m within or around 50 epochs under quiet to medium ionosphere activities. Under nominal multipath conditions for small- to mid-scaled networks, with the partial ambiguity resolution enabled, the HPLs can converge to 0.3 m within 10 epochs even under active ionosphere activities.https://www.mdpi.com/2072-4292/14/1/44integrity monitoringPPP-RTKionosphereGNSSprotection level
spellingShingle Kan Wang
Ahmed El-Mowafy
Weijin Qin
Xuhai Yang
Integrity Monitoring of PPP-RTK Positioning; Part I: GNSS-Based IM Procedure
Remote Sensing
integrity monitoring
PPP-RTK
ionosphere
GNSS
protection level
title Integrity Monitoring of PPP-RTK Positioning; Part I: GNSS-Based IM Procedure
title_full Integrity Monitoring of PPP-RTK Positioning; Part I: GNSS-Based IM Procedure
title_fullStr Integrity Monitoring of PPP-RTK Positioning; Part I: GNSS-Based IM Procedure
title_full_unstemmed Integrity Monitoring of PPP-RTK Positioning; Part I: GNSS-Based IM Procedure
title_short Integrity Monitoring of PPP-RTK Positioning; Part I: GNSS-Based IM Procedure
title_sort integrity monitoring of ppp rtk positioning part i gnss based im procedure
topic integrity monitoring
PPP-RTK
ionosphere
GNSS
protection level
url https://www.mdpi.com/2072-4292/14/1/44
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AT xuhaiyang integritymonitoringofppprtkpositioningpartignssbasedimprocedure