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Open AccessJournal ArticleDOI

The performance analysis of a real-time integrated INS/GPS vehicle navigation system with abnormal GPS measurement elimination.

Kai-Wei Chiang, +2 more
- 15 Aug 2013 - 
- Vol. 13, Iss: 8, pp 10599-10622
TLDR
The proposed method is described and applied in a real-time integrated system with two integration strategies, namely, loosely coupled and tightly coupled schemes, respectively, and aims to avoid the multipath problem.
Abstract
The integration of an Inertial Navigation System (INS) and the Global Positioning System (GPS) is common in mobile mapping and navigation applications to seamlessly determine the position, velocity, and orientation of the mobile platform. In most INS/GPS integrated architectures, the GPS is considered to be an accurate reference with which to correct for the systematic errors of the inertial sensors, which are composed of biases, scale factors and drift. However, the GPS receiver may produce abnormal pseudo-range errors mainly caused by ionospheric delay, tropospheric delay and the multipath effect. These errors degrade the overall position accuracy of an integrated system that uses conventional INS/GPS integration strategies such as loosely coupled (LC) and tightly coupled (TC) schemes. Conventional tightly coupled INS/GPS integration schemes apply the Klobuchar model and the Hopfield model to reduce pseudo-range delays caused by ionospheric delay and tropospheric delay, respectively, but do not address the multipath problem. However, the multipath effect (from reflected GPS signals) affects the position error far more significantly in a consumer-grade GPS receiver than in an expensive, geodetic-grade GPS receiver. To avoid this problem, a new integrated INS/GPS architecture is proposed. The proposed method is described and applied in a real-time integrated system with two integration strategies, namely, loosely coupled and tightly coupled schemes, respectively. To verify the effectiveness of the proposed method, field tests with various scenarios are conducted and the results are compared with a reliable reference system.

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Citations
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Loose and Tight GNSS/INS Integrations: Comparison of Performance Assessed in Real Urban Scenarios.

TL;DR: This paper investigates the performance improvements enabled by the tight integration, using low-cost sensors and a mass-market GNSS receiver and describes the developed tight-integration algorithms with a terse mathematical model and assesses their efficacy from a practical perspective.
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Analysis and modeling GPS NLOS effect in highly urbanized area

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Proceedings ArticleDOI

GNSS multipath detection using a machine learning approach

TL;DR: A new feature is proposed to indicate the consistency between measurements of pseudorange and Doppler shift, and about 75% of classification accuracy can be achieved using a support vector machine (SVM) classifier trained by the proposed feature and received signal strength.
Proceedings ArticleDOI

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References
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