基于指纹定位的无线局域网接入点选择指标的性能评估

Sohaib Bin Altaf Khattak, Moustafa M. Nasralla, M. Esmail, M. Marey, Nikumani Choudhury
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引用次数: 0

摘要

可靠性和成本是所有工程网络设计中必须考虑的重要因素。在射频定位系统中,可靠性可以定义为具有精确和准确定位的无缝覆盖。成本效益旨在减少基础设施,同时保持高精度。成本和可靠性都可以与接入点(ap)的部署相关联。因此,研究如何优化射频定位系统中ap的位置是至关重要的。为了选择最优的AP配置,提出了不同的选择指标。本文研究了无线局域网指纹室内定位系统中不同的AP布局和优化策略。在真实的室内环境中对选择指标的性能进行了实验评估。利用Android智能手机应用程序采集7个WLAN AP的接收信号强度(Received Signal Strength, RSS)值,建立网格间距为2m的指纹数据库。实验结果表明,将指纹差分度量与精度几何稀释相结合的度量得到的AP配置具有较高的定位精度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Performance Evaluation of WLAN Access Points Selection Metrics for Fingerprinting based Localization
abstract Reliability and cost are essential elements to consider in all engineering network designs. In RF-localization systems, reliability can be defined as seamless coverage with precise and accurate localization. Cost-efficiency aims to reduce the infrastructure while simultaneously maintaining high accuracy. Both the cost and reliability can be associated with Access Points (APs) deployment. Therefore, it is paramount to study how to optimize the APs placement in RF-localization systems. To select the optimal AP configuration, different selection metrics are proposed. This paper investigates different AP placement and optimization strategies for WLAN fingerprinting indoor localization systems. Performance of selection metrics are evaluated experimentally in a realistic indoor environment. A fingerprinting database is developed by a grid spacing of 2m using 7 WLAN APs, by collecting Received Signal Strength (RSS) values using an Android smartphone app. The experimental results show, the AP configuration obtained by the metric combining the fingerprint difference metric with the geometric dilution of precision, results in high localization accuracy.
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