An Integrity and Quality Control Procedure for use in Multi Sensor Integration

Real-time estimation of parameters in dynamic systems becomes increasingly important in thefield of high precision navigation. The real-time estimation inevitably requires real-time integrity monitoring of the models underlying the navigation system. This paper presents a real-time recursive detecti...

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Main Author: Teunissen, Peter
Other Authors: M Uijt de Haag
Format: Book Chapter
Published: Institute of Navigation (ION) 2010
Online Access:http://hdl.handle.net/20.500.11937/12593
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author Teunissen, Peter
author2 M Uijt de Haag
author_facet M Uijt de Haag
Teunissen, Peter
author_sort Teunissen, Peter
building Curtin Institutional Repository
collection Online Access
description Real-time estimation of parameters in dynamic systems becomes increasingly important in thefield of high precision navigation. The real-time estimation inevitably requires real-time integrity monitoring of the models underlying the navigation system. This paper presents a real-time recursive detection, identification, and adaptation (DIA) procedure for use in integrated navigation systems. It is based on the concept of multi-sensor integration and makes use of the redundancy information stemming from both the measurement model and dynamic model. The tests proposed are optimal in the uniformly-most-powerful invariant sense. Their inverted power function is used to introduce the concept of minimal detectable biases (MDB). The MDB is a diagnostic tool for inferring the detectability of particular model errors. It can be used for the design of a navigation filter that allows for a sufficient control on the presence of bias.
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publisher Institute of Navigation (ION)
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spelling curtin-20.500.11937-125932022-12-09T07:12:37Z An Integrity and Quality Control Procedure for use in Multi Sensor Integration Teunissen, Peter M Uijt de Haag D Gebre-Egziabher M Petovello Real-time estimation of parameters in dynamic systems becomes increasingly important in thefield of high precision navigation. The real-time estimation inevitably requires real-time integrity monitoring of the models underlying the navigation system. This paper presents a real-time recursive detection, identification, and adaptation (DIA) procedure for use in integrated navigation systems. It is based on the concept of multi-sensor integration and makes use of the redundancy information stemming from both the measurement model and dynamic model. The tests proposed are optimal in the uniformly-most-powerful invariant sense. Their inverted power function is used to introduce the concept of minimal detectable biases (MDB). The MDB is a diagnostic tool for inferring the detectability of particular model errors. It can be used for the design of a navigation filter that allows for a sufficient control on the presence of bias. 2010 Book Chapter http://hdl.handle.net/20.500.11937/12593 Institute of Navigation (ION) fulltext
spellingShingle Teunissen, Peter
An Integrity and Quality Control Procedure for use in Multi Sensor Integration
title An Integrity and Quality Control Procedure for use in Multi Sensor Integration
title_full An Integrity and Quality Control Procedure for use in Multi Sensor Integration
title_fullStr An Integrity and Quality Control Procedure for use in Multi Sensor Integration
title_full_unstemmed An Integrity and Quality Control Procedure for use in Multi Sensor Integration
title_short An Integrity and Quality Control Procedure for use in Multi Sensor Integration
title_sort integrity and quality control procedure for use in multi sensor integration
url http://hdl.handle.net/20.500.11937/12593