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An efficient wireless access point selection algorithm for location determination based on RSSI interval overlap degree determination

机译:基于RSSI区间重叠度确定的高效无线接入点选择算法

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Optimally choosing wireless Access Points (APs) as urban areas become more densely packed with them becomes increasingly challenging. In WiFi-based Indoor Positioning Systems (IPS), Selecting Wireless Access Point (AP), namely, WiFi routers, is significant as the more APs that are selected, the higher the computation, energy and time cost. This is unsuitable for networking low-resource devices as part of an Internet of Things. In addition, selecting the optimum number of APs not only reduces redundant information but also improves the positioning accuracy. In this paper, we present a novel AP selection method that uses the RSSI Interval Overlap Degree (IOD) to discriminate between known location Reference Points. We validated our algorithm in an office-like indoor space at a Queen Mary computer science lab. The results show that our algorithm has an improved performance, which is 13.6%, 18.2%, and 7.6% better than IG (information gain), MI (mutual information), SD (standard deviation) used as baseline algorithms, respectively.
机译:随着城市变得越来越拥挤,最佳地选择无线接入点(AP)变得越来越具有挑战性。在基于WiFi的室内定位系统(IPS)中,选择无线接入点(AP)(即WiFi路由器)非常重要,因为选择的AP越多,计算,能源和时间成本就越高。这不适合作为物联网的一部分将低资源设备联网。另外,选择最佳数量的AP不仅减少了冗余信息,而且提高了定位精度。在本文中,我们提出了一种新颖的AP选择方法,该方法使用RSSI间隔重叠度(IOD)来区分已知位置参考点。我们在玛丽皇后计算机科学实验室的类似办公室的室内空间中验证了我们的算法。结果表明,与作为基线算法的IG(信息增益),MI(互信息)和SD(标准差)相比,我们的算法具有更高的性能,分别提高了13.6%,18.2%和7.6%。 。

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