An ANN-RTS smoother scheme for accurate INS/GPS integrated attitude determination

Kai-Wei Chiang, Yung Cheng Lin, Yun Wen Huang, Hsiu-Wen Chang

Research output: Contribution to journalArticle

8 Citations (Scopus)

Abstract

Digital mobile mapping, the method that integrates digital imaging with direct geo-referencing,has developed rapidly over the past 15 years.The Kalman filter (KF) is considered an optimal estimation tool for real-time INS/GPS integrated kinematic positioning and orientation determination. However, the accuracy requirements of general mobile mapping applications cannot be easily achieved even when using the KF scheme. Therefore,this study proposes an intelligent scheme combining ANN and RTS backward smoother to overcome the limitations of KF and to enhance the overall accuracy of attitude determination for tactical grade and MEMS INS/GPS integrated systems.

Original languageEnglish
Pages (from-to)199-208
Number of pages10
JournalGPS Solutions
Volume13
Issue number3
DOIs
Publication statusPublished - 2009 Jan 1

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Kalman filter
GPS
positioning
kinematics

All Science Journal Classification (ASJC) codes

  • Earth and Planetary Sciences(all)

Cite this

Chiang, Kai-Wei ; Lin, Yung Cheng ; Huang, Yun Wen ; Chang, Hsiu-Wen. / An ANN-RTS smoother scheme for accurate INS/GPS integrated attitude determination. In: GPS Solutions. 2009 ; Vol. 13, No. 3. pp. 199-208.
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An ANN-RTS smoother scheme for accurate INS/GPS integrated attitude determination. / Chiang, Kai-Wei; Lin, Yung Cheng; Huang, Yun Wen; Chang, Hsiu-Wen.

In: GPS Solutions, Vol. 13, No. 3, 01.01.2009, p. 199-208.

Research output: Contribution to journalArticle

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