Full auto-calibration of a smartphone on board a vehicle using IMU and GPS embedded sensors

被引:0
|
作者
Almazan, Javier [1 ]
Bergasa, Luis M. [1 ]
Yebes, J. Javier [1 ]
Barea, Rafael [1 ]
Arroyo, Roberto [1 ]
机构
[1] Univ Alcala de Henares, Dept Elect, Madrid, Spain
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Nowadays, smartphones are widely used in the world, and generally, they are equipped with many sensors. In this paper we study how powerful the low-cost embedded IMU and GPS could become for Intelligent Vehicles. The information given by accelerometer and gyroscope is useful if the relations between the smartphone reference system, the vehicle reference system and the world reference system are known. Commonly, the magnetometer sensor is used to determine the orientation of the smartphone, but its main drawback is the high influence of electromagnetic interference. In view of this, we propose a novel automatic method to calibrate a smartphone on board a vehicle using its embedded IMU and GPS, based on longitudinal vehicle acceleration. To the best of our knowledge, this is the first attempt to estimate the yaw angle of a smartphone relative to a vehicle in every case, even on non-zero slope roads. Furthermore, in order to decrease the impact of IMU noise, an algorithm based on Kalman Filter and fitting a mixture of Gaussians is introduced. The results show that the system achieves high accuracy, the typical error is 1%, and is immune to electromagnetic interference.
引用
下载
收藏
页码:1368 / 1374
页数:7
相关论文
共 50 条
  • [41] Auto-calibration Method Using Stop Signs for Urban Autonomous Driving Applications
    Han, Yunhai
    Liu, Yuhan
    Paz, David
    Christensen, Henrik
    2021 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA 2021), 2021, : 13179 - 13185
  • [42] Auto-Calibration of Automotive Radars in Operational Mode Using Simultaneous Localisation and Mapping
    Petrov, Nikita
    Krasnov, Oleg
    Yarovoy, Alexander G.
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2021, 70 (03) : 2062 - 2075
  • [43] Multi-camera Extrinsic Auto-calibration Using Pedestrians in Occluded Environments
    Guan, Junzhi
    Geng, Hujun
    Gao, Feng
    Li, Chenyang
    Zhang, Zeyong
    PATTERN RECOGNITION AND COMPUTER VISION, PRCV 2021, PT II, 2021, 13020 : 204 - 215
  • [44] Auto-calibration of GF-1 WFV images using flat terrain
    Zhang, Guo
    Xu, Kai
    Huang, Wenchao
    ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2017, 134 : 59 - 69
  • [45] GPS-independent navigation using smartphone sensors
    Abolpour, Bahador
    Abolpour, Rozbeh
    Hekmatkhah, Ramtin
    SN APPLIED SCIENCES, 2019, 1 (11):
  • [46] GPS-independent navigation using smartphone sensors
    Bahador Abolpour
    Rozbeh Abolpour
    Ramtin Hekmatkhah
    SN Applied Sciences, 2019, 1
  • [47] An MICS band frequency synthesizer using active inductor and auto-calibration scheme
    Huang, Hong-Yi
    Wu, Chun-Chieh
    Luo, Ching-Hsing
    MICROELECTRONICS JOURNAL, 2012, 43 (08) : 592 - 599
  • [48] Vehicle localization using inertial sensors and GPS
    Pfeucil, Libor
    Mazl, Roman
    FIELD AND SERVICE ROBOTICS: RECENT ADVANCES IN RESEARCH AND APPLICATIONS, 2006, 24 : 135 - +
  • [49] Camera auto-calibration using a sequence of 2D images with small rotations
    Hassanpour, R
    Atalay, V
    PATTERN RECOGNITION LETTERS, 2004, 25 (09) : 989 - 997
  • [50] Camera auto-calibration using zooming and zebra-crossing for traffic monitoring applications
    Alvarez, S.
    Llorca, D. E.
    Sotelo, M. A.
    2013 16TH INTERNATIONAL IEEE CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS - (ITSC), 2013, : 608 - 613