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An Information-Based Approach to Precision Analysis of Indoor WLAN Localization Using Location Fingerprint

机译:基于位置指纹的基于信息的室内WLAN定位精度分析方法

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In this paper, we proposed a novel information-based approach to precision analysis of indoor wireless local area network (WLAN) localization using location fingerprint. First of all, by using the Fisher information matrix (FIM), we derive the fundamental limit of WLAN fingerprint-based localization precision considering different signal distributions in characterizing the variation of received signal strengths (RSSs) in the target environment. After that, we explore the relationship between the localization precision and access point (AP) placement, which can provide valuable suggestions for the design of the highly-precise localization system. Second, we adopt the heuristic simulated annealing (SA) algorithm to optimize the AP locations for the sake of approaching the fundamental limit of localization precision. Finally, the extensive simulations and experiments are conducted in both regular line-of-sight (LOS) and irregular non-line-of-sight (NLOS) environments to demonstrate that the proposed approach can not only effectively improve the WLAN fingerprint-based localization precision, but also reduce the time overhead.
机译:在本文中,我们提出了一种基于信息的新颖方法,用于使用位置指纹对室内无线局域网(WLAN)进行精确定位。首先,通过使用Fisher信息矩阵(FIM),在表征目标环境中接收信号强度(RSS)的变化时,考虑到不同的信号分布,我们得出了基于WLAN指纹的定位精度的基本极限。之后,我们探索了定位精度和接入点(AP)放置之间的关系,这可以为高精度定位系统的设计提供有价值的建议。其次,为了逼近定位精度的基本极限,我们采用启发式模拟退火(SA)算法来优化AP的位置。最后,在常规视距(LOS)和不规则非视距(NLOS)环境中进行了广泛的仿真和实验,以证明所提出的方法不仅可以有效地改善基于WLAN指纹的定位精度高,也减少了时间开销。

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