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A Tightly Coupled VLC-Inertial Localization System by EKF

  • Qing Liang
  • , Ming Liu*
  • *Corresponding author for this work

Research output: Contribution to journalJournal Articlepeer-review

Abstract

Lightweight global localization is favorable by many resource-constrained platforms working in GPS-denied indoor environments, such as service robots and mobile devices. In recent years, visible light communication (VLC) has emerged as a promising technology that can support global positioning in buildings by reusing the widespread LED luminaries as artificial visual landmarks. In this letter, we propose a novel VLC/IMU integrated system with a tightly coupled formulation by an extended-Kalman filter (EKF) for robust VLC-inertial localization. By tightly fusing the inertial measurements with the visual measurements of LED fiducials, our EKF localizer can provide lightweight real-time accurate global pose estimates, even in LED-shortage situations. We further complete it with a 2-point global pose initialization method that loosely couples the two sensor measurements. We can hence bootstrap our system with two or more LED features observed in one camera frame. The proposed system and method are verified by extensive field experiments using dozens of self-made LED prototypes.

Original languageEnglish
Article number9006919
Pages (from-to)3129-3136
Number of pages8
JournalIEEE Robotics and Automation Letters
Volume5
Issue number2
DOIs
Publication statusPublished - Apr 2020

Bibliographical note

Publisher Copyright:
© 2020 IEEE.

Keywords

  • Service robots
  • localization
  • sensor fusion

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