Empirical Integrity Verification of GNSS and SBAS Based on the Extreme Value Theory. Issue 1 (16th March 2014)
- Record Type:
- Journal Article
- Title:
- Empirical Integrity Verification of GNSS and SBAS Based on the Extreme Value Theory. Issue 1 (16th March 2014)
- Main Title:
- Empirical Integrity Verification of GNSS and SBAS Based on the Extreme Value Theory
- Authors:
- Ober, Pieter Bastiaan
Imparato, Davide
Verhagen, Sandra
Tiberius, Christian
Veerman, Henk
Van Kleef, Arnaud
Wokke, Frank
Bos, André
Mieremet, Arjan - Abstract:
- <abstract abstract-type="main" id="navi55-abs-0001"> <title>ABSTRACT</title> <p id="navi55-para-0001">Performance verification of GNSS‐based safety‐of‐life systems requires demonstration that the probability of an excessive positioning error is as small as 10<sup> − 7</sup> or even smaller. Integrity concepts are based on the requisite that the system provides conservative performance estimates for alert generation. The GNSS Integrity Monitoring and Analysis Tool (GIMAT) developed by the authors focuses on data‐based analyses to verify whether this is indeed the case. Since the tails of the error distributions must be investigated, it is impractical to simply use observed cases of performance over‐estimation. Such events are – by design – extremely rare and would require many decades of data collection. Nevertheless, system verification requires assessment of a system's integrity performance within limited time. GIMAT therefore exploits Extreme Value Theory (EVT), which enables extrapolation of the observed distribution's tail into the misleading information domain. The paper presents a short introduction into the mathematical theory of EVT in the context of integrity verification, and contains real‐life results that are obtained from the analysis of EGNOS data. Based on two months of data, it is shown that EGNOS is compliant with ICAO requirements for this period, and that EVT is successful in predicting integrity performance of navigation systems at high confidence levels.<abstract abstract-type="main" id="navi55-abs-0001"> <title>ABSTRACT</title> <p id="navi55-para-0001">Performance verification of GNSS‐based safety‐of‐life systems requires demonstration that the probability of an excessive positioning error is as small as 10<sup> − 7</sup> or even smaller. Integrity concepts are based on the requisite that the system provides conservative performance estimates for alert generation. The GNSS Integrity Monitoring and Analysis Tool (GIMAT) developed by the authors focuses on data‐based analyses to verify whether this is indeed the case. Since the tails of the error distributions must be investigated, it is impractical to simply use observed cases of performance over‐estimation. Such events are – by design – extremely rare and would require many decades of data collection. Nevertheless, system verification requires assessment of a system's integrity performance within limited time. GIMAT therefore exploits Extreme Value Theory (EVT), which enables extrapolation of the observed distribution's tail into the misleading information domain. The paper presents a short introduction into the mathematical theory of EVT in the context of integrity verification, and contains real‐life results that are obtained from the analysis of EGNOS data. Based on two months of data, it is shown that EGNOS is compliant with ICAO requirements for this period, and that EVT is successful in predicting integrity performance of navigation systems at high confidence levels. Copyright © 2014 Institute of Navigation.</p> </abstract> … (more)
- Is Part Of:
- Navigation. Volume 61:Issue 1(2014)
- Journal:
- Navigation
- Issue:
- Volume 61:Issue 1(2014)
- Issue Display:
- Volume 61, Issue 1 (2014)
- Year:
- 2014
- Volume:
- 61
- Issue:
- 1
- Issue Sort Value:
- 2014-0061-0001-0000
- Page Start:
- 23
- Page End:
- 38
- Publication Date:
- 2014-03-16
- Subjects:
- Navigation -- Periodicals
Navigation (Aeronautics) -- Periodicals
Navigatie
Navigation -- Périodiques
Navigation (Aéronautique) -- Périodiques
NAVIGATION
MARITIME SATELLITES
NAVIGATION SATELLITES
527.05 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1002/%28ISSN%292161-4296 ↗
http://rzblx1.uni-regensburg.de/ezeit/warpto.phtml?colors=7&jour%5Fid=53810 ↗
https://navi.ion.org/ ↗ - DOI:
- 10.1002/navi.55 ↗
- Languages:
- English
- ISSNs:
- 0028-1522
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 6066.000000
British Library HMNTS - ELD Digital store - Ingest File:
- 3836.xml