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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间隔重叠度确定的位置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:随着城市地区的最佳选择无线接入点(APS)变得更加密集地与它们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,与所选择的更多APS一样重要,计算,能量和时间成本越高。这是不适合网络低资源设备作为事物互联网的一部分。此外,选择最佳的AP的最佳数量不仅会降低冗余信息,还可以提高定位精度。在本文中,我们介绍了一种新颖的AP选择方法,它使用RSSI间隔重叠度(IOD)来区分在已知位置参考点之间。我们在一位女王玛丽计算机科学实验室的办公室室内空间中验证了我们的算法。结果表明,我们的算法具有改进的性能,它的性能是13.6 %,18.2 %和7.6 %,优于IG(信息增益),MI(互信息),SD(标准偏差)分别用作基线算法。

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