Autonomous ground vehicle navigation using integrated GPS and laser-scanner measurements

Mathieu Joerger, Boris Pervan

Research output: Chapter in Book/Report/Conference proceedingConference contribution

11 Scopus citations

Abstract

This paper describes the design, analysis and testing of a navigation system based on combined GPS and laser-scanner measurements. Using carrier phase differential GPS, centimeter-level positioning of autonomous ground vehicles (AGVs) is achievable. However, GPS signals are easily attenuated or blocked, so their use is generally restricted to open-sky areas. In response, in this work we augment GPS with two-dimensional laser-scanner measurements. The latter are available when GPS is not, and provide in addition, a means for obstacle detection. Laser measurements are processed using a Simultaneous Localization And Mapping (SLAM) procedure. Vehicle and landmark position estimation is performed simultaneously using an extended Kalman filter; we address the data association problem, which establishes correspondences between consecutive sets of measurements and a continuously updated map of landmarks. The resulting laser-based SLAM solution is carefully analyzed by identifying and isolating the individual effects of the joint angular and ranging measurements, the combination of measurements from multiple landmarks, the correlation between vehicle and landmark position estimates, and the uncertainty on the vehicle's heading angle. A detailed covariance analysis is then carried out in order to quantify the sensitivity of the vehicle's position estimate error to the vehicle's velocity, the landmark geometry, and the laser's range limit. Further sensitivity analyses are structured around two scenarios: first, a 'forest scenario' where the vehicle roves across a GPS-unavailable area using tree trunks as landmarks in order to maintain a precise position estimate; second, an 'urban canyon' scenario describing how we can make use of GPS signals that alone are too few to generate a position fix, by utilizing additional laser measurements to buildings' edges. Finally, experimental results using a prototype AGV are presented to validate the navigation system performance.

Original languageEnglish (US)
Title of host publication2006 IEEE/ION Position, Location, and Navigation Symposium
Pages988-997
Number of pages10
DOIs
Publication statusPublished - Dec 22 2006
Externally publishedYes
Event2006 IEEE/ION Position, Location, and Navigation Symposium - San Diego, CA, United States
Duration: Apr 25 2006Apr 27 2006

Publication series

NameRecord - IEEE PLANS, Position Location and Navigation Symposium
Volume2006

Conference

Conference2006 IEEE/ION Position, Location, and Navigation Symposium
CountryUnited States
CitySan Diego, CA
Period4/25/064/27/06

    Fingerprint

ASJC Scopus subject areas

  • Software
  • Computer Science Applications
  • Electrical and Electronic Engineering

Cite this

Joerger, M., & Pervan, B. (2006). Autonomous ground vehicle navigation using integrated GPS and laser-scanner measurements. In 2006 IEEE/ION Position, Location, and Navigation Symposium (pp. 988-997). [1650700] (Record - IEEE PLANS, Position Location and Navigation Symposium; Vol. 2006). https://doi.org/10.1109/PLANS.2006.1650700