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Publishing Language: Chinese

UWB positioning optimization method based on redundant distance screening

Shaohui ZHANG1,3, Yuhao QI2, Fangwen ZHAI1, Hongbo LÜ4, Yixu SONG1( )
Department of Computer Science and Technology, Tsinghua University, Beijing 100084, China
Equipment Management Center, Yanzhou Coal Mining Company Limited, Jining 273500, China
School of Information Engineering, China University of Geosciences, Beijing 100083, China
School of Mechanical and Material Engineering, North China University of Technology, Beijing 100144, China
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Abstract

Ultra wide band (UWB) positioning technology establishes a mathematical model of the target location based on distance parameters. The problem of accurately solving the tag point positioning is transformed into an optimization problem of nonlinear equations due to ranging errors. Existing optimization methods may fail when certain distance errors are large. Therefore, this paper proposes an optimization method based on redundant distance screening by considering the distances between multiple positioning tags as constraints, filtering the redundant distances by weighting, and using a gradient descent method to optimize the initial value calculated by the Caffery method. In simulation experiments, the positioning error of this method is only 70% of the Caffery-Taylor (CT) method. In real data experiments, this method outperforms the CT method in terms of the optimization effect.

CLC number: TN929 Document code: A Article ID: 1000-0054(2022)05-0934-09

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Journal of Tsinghua University (Science and Technology)
Pages 934-942

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Cite this article:
ZHANG S, QI Y, ZHAI F, et al. UWB positioning optimization method based on redundant distance screening. Journal of Tsinghua University (Science and Technology), 2022, 62(5): 934-942. https://doi.org/10.16511/j.cnki.qhdxxb.2021.21.040

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Received: 21 July 2021
Published: 15 May 2022
© Journal of Tsinghua University (Science and Technology). All rights reserved.