非视线传播
计算机科学
多径传播
信号(编程语言)
卡尔曼滤波器
惯性测量装置
反射(计算机编程)
补偿(心理学)
电子工程
人工智能
电信
无线
工程类
程序设计语言
精神分析
频道(广播)
心理学
作者
Wei Huang,Yixin Zhao,Xuechao Wu,Le Yin
标识
DOI:10.1109/icassp49357.2023.10094695
摘要
This paper considers the indoor localization problem with possible non-line-of-sight (NLOS) signal propagations. Although centimeter-level accuracy can be achieved using ultrawideband (UWB) signal sources, NLOS propagation due to reflection and refraction of signals as well as multipath effect may lead to significant errors in UWB-based localization systems. To mitigate this issue, a novel and simple NLOS error compensation method is proposed in this paper, which introduces a correction factor that takes into account the influence of NLOS conditions on the UWB distance measurements. The inertial measurement unit (IMU) information are then used to correct the UWB distance measurements before passing them through a Kalman filter for data fusion. The effectiveness of the proposed approach over the state-of-the-art one is illustrated by both simulation and experiment.
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