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Modern WLAN Fingerprinting Indoor Positioning Methods and Deployment Challenges

机译:现代WLAN指纹室内定位方法及其部署挑战

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Wireless local area networks (WLANs) have become a promising choice for indoor positioning as the only existing and established infrastructure, to localize the mobile and stationary users indoors. However, since WLANs have been initially designed for wireless networking and not positioning, the localization task based on WLAN signals has several challenges. Amongst the WLAN positioning methods, WLAN fingerprinting localization has recently garnered great attention due to its promising performance. Notwithstanding, WLAN fingerprinting faces several challenges and hence, in this paper, our goal is to overview these challenges and corresponding state-of-the-art solutions. This paper consists of three main parts: 1) conventional localization schemes; 2) state-of-the-art approaches; and 3) practical deployment challenges. Since all proposed methods in the WLAN literature have been conducted and tested in different settings, the reported results are not readily comparable. So, we compare some of the representative localization schemes in a single real environment and assess their localization accuracy, positioning error statistics, and complexity. Our results depict illustrative evaluation of the approaches in the literature and guide to future improvement opportunities.
机译:无线局域网(WLAN)已成为室内定位的有前途的选择,作为唯一现有和已建立的基础设施,可以在室内对移动和固定用户进行本地化。但是,由于WLAN最初是为无线网络而不是定位而设计的,因此基于WLAN信号的定位任务面临许多挑战。在WLAN定位方法中,由于其有希望的性能,WLAN指纹定位最近受到了广泛的关注。尽管如此,WLAN指纹识别仍面临一些挑战,因此,在本文中,我们的目标是概述这些挑战以及相应的最新解决方案。本文由三个主要部分组成:1)常规定位方案; 2)最先进的方法; 3)实际的部署挑战。由于WLAN文献中所有提议的方法均已在不同的环境下进行和测试,因此报告的结果不易比较。因此,我们在单个真实环境中比较了一些代表性的定位方案,并评估了它们的定位精度,定位误差统计信息和复杂性。我们的结果描述了文献中方法的说明性评估,并为将来的改进机会提供了指南。

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