一种基于卡尔曼滤波的超宽带-多普勒混合系统的室内定位改进方案

Jing Wang, Yao Tang, J. Muñoz-Ferreras, R. Gómez‐García, Changzhi Li
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引用次数: 10

摘要

超宽带(UWB)定位系统以其多种优势在室内定位领域受到广泛关注。超宽带信号的窄脉冲特性导致了非常大的带宽,从而实现了高分辨率定位、低损耗穿透和低成本。但在实际应用中,由于发射功率低,严重限制了UWB信号的发射范围,只适用于近距离的精确测距。为此,提出了一种新型的超宽带-多普勒混合系统,利用固定的超宽带定位系统监测区域对多普勒-陀螺仪轨迹跟踪系统的累积误差进行校正。在本文中,我们提出了使用卡尔曼滤波器的混合超宽带-多普勒系统改进室内定位性能。在大型复杂的室内环境中进行了实验,进一步验证了所提出的室内定位方法的可行性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An improved indoor localization solution using a hybrid UWB-Doppler system with Kalman filter
Ultra-wideband (UWB) positioning system has gained much attention in the field of indoor localization due to its various advantages. The narrow pulse nature of UWB signal results in a very large bandwidth which enables high resolution positioning, low loss penetration, and low cost. However, practically, the low transmit power severely restrains the transmission range of UWB signal so that it is only suitable for short-range accurate ranging. Therefore, a novel hybrid UWB-Doppler system was proposed by using a fixed UWB positioning system monitored region to calibrate the accumulated error of a Doppler-gyroscope trajectory-tracking system. In this paper, we present improved indoor localization performance using the hybrid UWB-Doppler system employing the Kalman Filter. Experiments were conducted in a large complex indoor environment to further demonstrate the feasibility of the proposed indoor localization method.
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