Anchor Self-Localization Algorithm Based on UWB Ranging and Inertial Measurements

被引:58
作者
Shi, Qin [1 ]
Zhao, Sihao [1 ]
Cui, Xiaowei [1 ]
Lu, Mingquan [1 ]
Jia, Mengdi [1 ]
机构
[1] Tsinghua Univ, Dept Elect Engn, Beijing 100084, Peoples R China
关键词
anchor self-localization; error-state Kalman filter; sensor fusion; simultaneous localization and mapping; SLAM;
D O I
10.26599/TST.2018.9010102
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Localization systems utilizing Ultra-WideBand (UWB) have been widely used in dense urban and indoor environments. A moving UWB tag can be located by ranging to fixed UWB anchors whose positions are surveyed in advance. However, manually surveying the anchors is typically a dull and time-consuming process and prone to artificial errors. In this paper, we present an accurate and easy-to-use method for UWB anchor self-localization, using the UWB ranging measurements and readings from a low-cost Inertial Measurement Unit (IMU). The locations of the anchors are automatically estimated by freely moving the tag in the environment. The method is inspired by the Simultaneous Localization And Mapping (SLAM) technique used by the robotics community. A tightly-coupled Error-State Kalman Filter (ESKF) is utilized to fuse UWB and inertial measurements, producing UWB anchor position estimates and six Degrees of Freedom (6DoF) tag pose estimates. Simulated experiments demonstrate that our proposed method enables accurate self-localization for UWB anchors and smooth tracking of the tag.
引用
收藏
页码:728 / 737
页数:10
相关论文
共 28 条
[11]   Joint TOA estimation and localization technique for UWB sensor network applications [J].
Guvenc, Ismail ;
Chong, Chia-Chin ;
Watanabe, Fujio .
2007 IEEE 65TH VEHICULAR TECHNOLOGY CONFERENCE, VOLS 1-6, 2007, :1574-1578
[12]  
Henderson D.M., 1977, Euler angles, quaternions, and transformation matrices - working relationships
[13]   Tightly Coupled UWB/IMU Pose Estimation [J].
Hol, Jeroen D. ;
Dijkstra, Fred ;
Luinge, Henk ;
Schon, Thomas B. .
2009 IEEE INTERNATIONAL CONFERENCE ON ULTRA-WIDEBAND (ICUWB 2009), 2009, :688-+
[14]   A survey on sensor localization [J].
Wang J. ;
Ghosh R.K. ;
Das S.K. .
Journal of Control Theory and Applications, 2010, 8 (1) :2-11
[15]   Indoor Positioning Using Ultrawideband and Inertial Measurements [J].
Kok, Manon ;
Hol, Jeroen D. ;
Schon, Thomas B. .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2015, 64 (04) :1293-1303
[16]   Survey of wireless indoor positioning techniques and systems [J].
Liu, Hui ;
Darabi, Houshang ;
Banerjee, Pat ;
Liu, Jing .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS, 2007, 37 (06) :1067-1080
[17]  
Maybeck P. S., 1980, SYSTEMS MAN CYBERNET, V10, P282
[18]  
Mueller MW, 2015, IEEE INT CONF ROBOT, P1730, DOI 10.1109/ICRA.2015.7139421
[19]  
Neirynck D, 2016, WORKS POSIT NAVIGAT
[20]  
Nguyen T. M., 2016, INT MICR AIR VEH C C