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TrackCC: A Practical Wireless Indoor Localization System Based on Less-Expensive Chips

机译:TrackCC:一种基于廉价芯片的实用无线室内定位系统

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摘要

This paper aims at proposing a new wireless indoor localization system (ILS), called TrackCC, based on a commercial type of low-power system-on-chip (SoC), nRF24LE1. This type of chip has only l output power levels and acute fluctuation for a received minimum power level in operation, which give rise to many practical challenges for designing localization algorithms. In order to address these challenges, we exploit the Markov theory to construct a (l + 1) × (l + 1) -sized state transition matrix to remove the fluctuation, and then propose a priority-based pattern matching algorithm to search for the most similar match in the signal map to estimate the real position of unknown nodes. The experimental results show that, compared to two existing wireless ILSs, LANDMARC and SAIL, which have meter level positioning accuracy, the proposed TrackCC can achieve the decimeter level accuracy on average in both line-of-sight (LOS) and non-line-of-sight (NLOS) senarios.
机译:本文旨在基于商用类型的低功耗片上系统(SoC)nRF24LE1,提出一种称为TrackCC的新型无线室内定位系统(ILS)。这种类型的芯片仅具有l个输出功率水平,并且在操作中接收到的最小功率水平存在剧烈波动,这为设计定位算法带来了许多实际挑战。为了解决这些挑战,我们利用马尔可夫理论构造了一个(l + 1)x(l +1)大小的状态转移矩阵以消除波动,然后提出了一种基于优先级的模式匹配算法来搜索信号图中最相似的匹配,以估计未知节点的实际位置。实验结果表明,与现有的两个具有仪表级定位精度的无线ILS(LANDMARC和SAIL)相比,所提出的TrackCC可以在视线(LOS)和非线控系统中平均达到分米级精度。视野(NLOS)传感器。

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