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Graph optimization based long-distance GPS/IMU integrated navigation

  • Beijing Institute of Technology
  • Beijing Aerospace Automatic Control Institute
  • National Key Laboratory of Science and Technology on Aerospace Intelligence Control

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

The accurate position estimation plays an critical role in the autonomous navigation for Micro Aerial Vehicles (MAV). Global positioning System (GPS) and inertial measurement unit (IMU) are two common sensors for navigation widely used on MAVs in the urban environment. Both of them have its distinct disadvantages that the GPS is susceptible to environmental interference and the IMU has accumulative errors. To overcome these problems, a GPS/IMU integrated system based on the factor graph optimization is developed in this paper. Unlike the conventional extended Kalman filter (EKF)-based method, the graph optimization method takes the whole trajectory into consideration so that it can achieve enough accuracy even after a long distance. Furthermore, the IMU preintegration method is used to avoid the repeated computation of high-rate IMU data. Compared with the EKF method, the experimental results on the Zurich urban micro aerial vehicle dataset show the superior accuracy of the proposed factor graph optimization algorithm.

Original languageEnglish
Title of host publicationProceedings of the 38th Chinese Control Conference, CCC 2019
EditorsMinyue Fu, Jian Sun
PublisherIEEE Computer Society
Pages3976-3981
Number of pages6
ISBN (Electronic)9789881563972
DOIs
Publication statusPublished - Jul 2019
Event38th Chinese Control Conference, CCC 2019 - Guangzhou, China
Duration: 27 Jul 201930 Jul 2019

Publication series

NameChinese Control Conference, CCC
Volume2019-July
ISSN (Print)1934-1768
ISSN (Electronic)2161-2927

Conference

Conference38th Chinese Control Conference, CCC 2019
Country/TerritoryChina
CityGuangzhou
Period27/07/1930/07/19

Keywords

  • Global positioning System (GPS)
  • Graph optimization
  • IMU preintegration
  • Inertial measurement unit(IMU)
  • Integrated navigation.

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