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UWB-INS Fusion Positioning Based on a Two-Stage Optimization Algorithm

Authors :
Yiran Liu
Yushan Zhang
Yan Jiang
Weiping Liu
Fenghao Yang
Source :
Tehnički Vjesnik, Vol 30, Iss 1, Pp 185-190 (2023)
Publication Year :
2023
Publisher :
Faculty of Mechanical Engineering in Slavonski Brod, Faculty of Electrical Engineering in Osijek, Faculty of Civil Engineering in Osijek, 2023.

Abstract

Ultra-wideband (UWB) is a carrier-less communication technology that transmits data using narrow pulses of non-sine waves on the nanosecond scale. The UWB positioning system uses the multi-lateral positioning algorithm to accurately locate the target, and the positioning accuracy is seriously affected by the non-line-of-sight (NLOS) error. The existing non-line-of-sight error compensation methods lack multidimensional consideration. To combine the advantages of various methods, a two-stage UWB-INS fusion localization algorithm is proposed. In the first stage, an NLOS signal filter is designed based on support vector machines (SVM). In the second stage, the results of UWB and Inertial Navigation System (INS) are fused based on Kalman filter algorithm. The two-stage fusion localization algorithm achieves a great improvement on positioning system, it can improve the localization accuracy by 79.8% in the NLOS environment and by 36% in the (line-of-sight) LOS environment.

Details

Language :
English
ISSN :
13303651 and 18486339
Volume :
30
Issue :
1
Database :
Directory of Open Access Journals
Journal :
Tehnički Vjesnik
Publication Type :
Academic Journal
Accession number :
edsdoj.33efb66309bd473e98ea4d377a2f8a8e
Document Type :
article
Full Text :
https://doi.org/10.17559/TV-20221019035741