Dealing with network changes in cellular fingerprint positioning systems

Andrea Viel, P. Gallo, A. Montanari, Donatella Gubiani, A. D. Torre, Federico Pittino, C. Marshall
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引用次数: 4

Abstract

Besides being a fundamental infrastructure for communication, cellular networks are exploited for positioning through signal fingerprinting. Maintaining the fingerprint database consistent and up-to-date is a challenging task in many fingerprint positioning systems, e.g., in those populated by a crowd-sourcing effort. To this end, detecting and tracking the changes in the configurations of cellular networks over time is recognized as a relevant problem. In this paper, we show that to cope with this problem we can successfully exploit information provided by Timing Advance (TA). As a by-product, we prove that TA can improve the fingerprint candidate selection phase, reducing the number of fingerprints to provide as input to positioning algorithms. The effectiveness of the proposed improvements has been tested on a fingerprint positioning system with a large fingerprint dataset collected over a period of 2 years.
蜂窝指纹定位系统中网络变化的处理
除了作为通信的基础设施外,蜂窝网络还被用于通过信号指纹进行定位。在许多指纹定位系统中,保持指纹数据库的一致性和最新性是一项具有挑战性的任务,例如,在那些由众包努力填充的系统中。为此,检测和跟踪蜂窝网络配置随时间的变化被认为是一个相关的问题。为了解决这一问题,我们成功地利用了时序提前(TA)提供的信息。作为副产品,我们证明了TA可以改善指纹候选选择阶段,减少作为定位算法输入的指纹数量。所提出的改进的有效性已经在一个指纹定位系统上进行了测试,该系统使用了一个收集了2年的大型指纹数据集。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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