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Selective AP probing for indoor positioning in a large and AP-dense environment

机译:在AP密集的大型环境中进行室内定位的选择性AP探测

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A Wi-Fi fingerprint, measured as a vector of received signal strength (RSS) values of signals from access points (APs), has been used in Wi-Fi indoor positioning systems. However, a fingerprint collected in a large indoor venue with a huge number of APs would suffer from high contention in the wireless channel, which leads to defective fingerprints with missing RSS values from a certain APs and thus inaccurate estimation of user's location. This paper proposes Selective AP Probing (SAP) scheme, which reduces the contention and thus solves the missing AP problem. Through the performance evaluation using actual data consisting of 1734 APs, it is shown that the proposed scheme reduces the positioning error by up to 55%. In addition, SAP reduces control and management traffic for indoor positioning and thus avoids the throughput degradation problem during the probing stage.
机译:Wi-Fi指纹已测量为来自接入点(AP)的信号的接收信号强度(RSS)值的向量,已在Wi-Fi室内定位系统中使用。然而,在具有大量AP的大型室内场所中收集的指纹将遭受无线信道中的高竞争,这导致指纹缺失而缺少来自某些AP的RSS值,从而导致用户位置的估计不准确。本文提出了一种选择性AP探测(SAP)方案,该方案减少了竞争,从而解决了AP丢失的问题。通过使用包含1734个AP的实际数据进行性能评估,结果表明,该方案将定位误差降低了多达55%。另外,SAP减少了室内定位的控制和管理流量,从而避免了探测阶段的吞吐量下降问题。

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