DOI QR코드

DOI QR Code

Overview of sensor fusion techniques for vehicle positioning

차량정밀측위를 위한 복합측위 기술 동향

  • 박진원 (서울과학기술대학교 컴퓨터공학과) ;
  • 최계원 (서울과학기술대학교 컴퓨터공학과)
  • Received : 2016.01.25
  • Accepted : 2016.02.24
  • Published : 2016.02.25

Abstract

This paper provides an overview of recent trends in sensor fusion technologies for vehicle positioning. The GNSS by itself cannot satisfy precision and reliability required by autonomous driving. We survey sensor fusion techniques that combine the outputs from the GNSS and the inertial navigation sensors such as an odometer and a gyroscope. Moreover, we overview landmark-based positioning that matches landmarks detected by a lidar or a stereo vision to high-precision digital maps.

본 논문에서는 차량정밀측위를 위한 센서융합 기술의 최근 동향에 대해 다룬다. GNSS 만으로는 자율주행에서 요구하는 정밀측위의 정확도 및 신뢰도를 만족시킬 수 없다. 본 논문에서는 GNSS와 주행계, 자이로스코프 등의 관성항법 센서를 결합하는 복합측위 기술을 소개한다. 또한 라이다 및 스테레오 비전에서 탐지된 랜드마크를 정밀지도에 수록된 정보와 매칭시키는 측위 기법의 최근 동향을 소개한다.

Keywords

References

  1. J. Park, J. Choi, and Y. Bae, "Scientometric analysis of autonomous vehicle through paper analysis of each nation," J. of the Korea Institute of Electronic Communication Sciences, vol. 8, no. 2, 2013, pp. 321-328. https://doi.org/10.13067/JKIECS.2013.8.2.321
  2. I. Skog and P. Handel, "In-car positioning and navigation technology - a survey," IEEE Trans. Intelligent Transportation Systems, vol. 10, no. 1, Mar. 2009, pp. 4-21. https://doi.org/10.1109/TITS.2008.2011712
  3. K. Jang and S. Kwak, "Fast center line detection method or vehicle application," J. of the Korea Institute of Electronic Communication Sciences, vol. 9, no. 9, 2014, pp. 999-1004. https://doi.org/10.13067/JKIECS.2014.9.9.999
  4. F. Gustafsson, Statistical Sensor Fusion, vol. 2:1, Lund: Studentlitteratur 2012.
  5. S. Noh, T. Kim, N. Ko, and Y. Bae, "Particle filter for correction of GPS location data of a mobile robot," J. of the Korea Institute of Electronic Communication Sciences, vol. 7, no. 2, 2012, pp. 381-389. https://doi.org/10.13067/JKIECS.2012.7.2.381
  6. P. Teunissen, "The least-squares ambiguity decorrelation adjustment: a method for fast GPS integer ambiguity estimation," J. of Geodesy, vol. 70, no. 1-2, Nov. 1995, pp. 65-82. https://doi.org/10.1007/BF00863419
  7. D. Titterton and J. Weston, Strapdown Inertial Navigation Technology, vol. 17, Stevenage: IEE 2004.
  8. H. Shimada, A. Yamaguchi, H. Takada, and K. Sato "Implementation and evaluation of local dynamic map in safety driving systems," J. of Transportation Technologies, vol. 5, no. 2, May. 2015, pp. 102-112. https://doi.org/10.4236/jtts.2015.52010
  9. J. Levinson and S. Thrun, "Robust vehicle localization in urban environments using probabilistic maps," In Proc. IEEE Int. Conf. on Robotics and Automation, Anchorage, USA, May 2010, pp. 4372-4378.
  10. J. Ziegler, et all(30)., "Making Bertha drive - an autonomous journey on a historic route," IEEE Intelligent Transportation Systems Mag., vol. 6, no. 2, Apr. 2014, pp. 8-20.