基于Wi-Fi CSI的极坐标系和直角坐标系下位置估计精度比较

Shunsuke Usaka, M. Ogawa
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引用次数: 0

摘要

利用信道状态信息(CSI)的先验知识和精确的空间坐标是通过利用Wi-Fi CSI准确确定个人位置的必要条件。在本研究中,我们使用激光雷达来确定精确的空间坐标。我们对不同数量的CSI接收机以及与地面真值位置相关的不同坐标系统的估计精度进行了比较分析。CSI接收机的数量直接影响着传感面积的扩大。相反,存在极坐标系和直角坐标系,目的是阐明最适合的位置估计坐标系。为了实现这一点,我们采用神经网络回归模型并测量平均绝对误差(MAE)作为估计精度的度量。评估结果表明,估计精度随着CSI接收机数量的增加而上升。此外,与极坐标系统相比,直角坐标系产生更高的精度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Comparison of Position Estimation Accuracy in Polar and Rectangular Coordinate Systems Using Wi-Fi CSI
Prior knowledge utilizing Channel State Information (CSI) and the precise spatial coordinates is imperative for accurately determining an individual’s whereabouts through the utilization of Wi-Fi CSI. In the present study, we employ LiDAR to ascertain the precise spatial coordinates. We conduct a comparative analysis of the estimation precision across various quantities of CSI receivers, as well as different coordinate systems pertaining to the ground-truth position. The quantity of CSI receivers directly impacts the expansion of the sensing area. Conversely, there exist both polar and rectangular coordinate systems, serving the purpose of elucidating the most suitable coordinate system for position estimation. To achieve this, we employ a neural network regression model and gauge the mean absolute error (MAE) as a metric for estimation precision. The assessment outcomes indicate that estimation precision escalates with an increased number of CSI receivers. Moreover, the rectangular coordinate system yields greater accuracy as opposed to the polar coordinate system.
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