Mobility Parameter Estimation for Seamless Indoor-Outdoor Localization Based on Heterogeneous Information Fusion for 4-wheel Vehicles

被引:0
|
作者
Teran, Marco [1 ]
Carrillo, Henry [1 ]
Parra, Carlos [2 ]
机构
[1] Univ Sergio Arboleda, Escuela Ciencias Exactas & Ingn, Bogota, Colombia
[2] Pontificia Univ Javeriana, Dept Elect Engn, Bogota, Colombia
关键词
Data fusion; Observability; Kalman Filter; Interactive Multimodel (IMM); EKF; UKF; Particle Filter; Microlocalization; GNSS; BLE;
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
This paper presents the design and validation of a mobility parameter estimation system based on heterogeneous information fusion. The GNSS implementation in different fields and applications has increased in recent years, due to the high demand for integrated positioning for engineering solutions, such as precision agriculture, logistics, air vehicles, among others. The GNSS precision depends in turn on many factors and are not all related to the GNSS space segment. There is a tendency to improve the quality of location services by sensor fusion technologies, GPS and inertial navigation systems. Navigation systems implementing GPS and inertial information fusion require the implementation of non-linear filtering, like the Extended Kalman Filter, the Unscented Kalman Filter and the Particle Filter. This document presents a GNSS, BLE and inertial sensor fusion system for a wheeled car. A nonlinear model related and the implementation of three non-linear filters are proposed. The filtering results are comparing. The performance and complexity of the filters are analyzed.
引用
收藏
页数:6
相关论文
共 6 条
  • [1] Seamless Indoor-Outdoor Switching Localization Algorithm based on CKF
    Yang, Gang
    Hou, Guodong
    Feng, Ningning
    Meng, Weida
    [J]. Journal of Communications and Information Networks, 2024, 9 (01) : 88 - 98
  • [2] SmartITS: Smartphone-based identification and tracking using seamless indoor-outdoor localization
    Kulshrestha, Tarun
    Saxena, Divya
    Niyogi, Deep
    Raychoudhury, Vaskar
    Misra, Manoj
    [J]. JOURNAL OF NETWORK AND COMPUTER APPLICATIONS, 2017, 98 : 97 - 113
  • [3] Wimage: Crowd Sensing based Heterogeneous Information Fusion for Indoor Localization
    Li, Fangmin
    Zhao, Yubin
    Li, Xiaofan
    Xu, Cheng-Zhong
    [J]. 2020 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), 2020,
  • [4] Estimation of Occupancy Level in Indoor Environment Based on Heterogeneous Information Fusion
    Wang, Heng-Tao
    Jia, Qing-Shan
    Song, Chen
    Yuan, Ruixi
    Guan, Xiaohong
    [J]. 49TH IEEE CONFERENCE ON DECISION AND CONTROL (CDC), 2010, : 5086 - 5091
  • [5] Localization of a Tracked Robot Based on Fuzzy Fusion of Wheel Odometry and Visual Odometry in Indoor and Outdoor Environments
    Ham, Hyeong Ha
    Hong, Sung Ho
    Song, Jae-Bok
    Baek, Joo-Hyun
    Ryu, Jae-Kwan
    [J]. TRANSACTIONS OF THE KOREAN SOCIETY OF MECHANICAL ENGINEERS A, 2012, 36 (06) : 629 - 635
  • [6] A Design of All Wheel Coordinated Steering for Electric Mobility Scooter Based on the method of 4-Wheel Independent Drive and Independent Steering Electric Vehicles
    Qi, Ziming
    Ma, Kuang
    Lee, Kun-Hsien
    Sargeant, Nicholas
    [J]. 2016 IEEE 14TH INTERNATIONAL WORKSHOP ON ADVANCED MOTION CONTROL (AMC), 2016, : 318 - 322