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CNLoc: Channel State Information Assisted Indoor WLAN Localization Using Nomadic Access Points

机译:CNLoc:使用游牧接入点的信道状态信息辅助室内WLAN定位

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Wireless local area network (WLAN) based indoor localization is expanding its fast-paced adoption to facilitate a variety of indoor location-based services (ILBS). Unfortunately, the performance of current WLAN localization systems relying on fixed access points (APs) deployment is constrained by the spatial localizability variance (SLV) problem that different locations may exhibit significantly distinct localization resolution. Prior approaches tackle this problem through nomadic APs with favorable mobility to dynamically adjust the network topology. However, the lack of prior knowledge of nomadic AP's position has been a challenge for location distinction and will lead to prohibitive performance degradation. In this paper, we propose and develop CNLoc, a novel CSI-based (Channel State Information) indoor WLAN localization framework to overcome the location uncertainty of nomadic APs. Our implementation and evaluation show that CNLoc can improve the accuracy with unknown location information of nomadic APs. We also discuss some open issues and new possibilities in future nomadic AP based indoor localization.
机译:基于无线局域网(WLAN)的室内本地化正在扩大其快速采用的速度,以促进各种室内基于位置的服务(ILBS)。不幸的是,当前WLAN本地化系统依赖固定接入点(AP)部署的性能受到空间定位性差异(SLV)问题的约束,该问题在于不同位置可能会表现出明显不同的本地化分辨率。现有的方法通过具有良好移动性的移动AP来动态地调整网络拓扑来解决该问题。但是,缺乏对游牧AP位置的先验知识对位置区分提出了挑战,并将导致性能下降。在本文中,我们提出并开发了CNLoc,这是一种新颖的基于CSI(信道状态信息)的室内WLAN定位框架,可以克服游牧AP的位置不确定性。我们的实施和评估表明,CNLoc可以利用游牧AP的未知位置信息来提高准确性。我们还将讨论一些未来的游牧AP基于室内定位的开放性问题和新的可能性。

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