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Intelligent radio map management for future WLAN indoor location fingerprinting

机译:用于未来WLAN室内位置指纹识别的智能无线电地图管理

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摘要

The fingerprint-based techniques are commonly used for indoor location estimation, in which a radio map is built by calibrating signal-strength values at several training locations in the offline phase. However, the signal-strength values change as the environment changes, and hence the radio map built may be out of date. Further, the recalibration of signal-strength values for each environment change is laborious and time consuming. Therefore, in this paper, an efficient radio map management method is proposed in response to the environment changes. We first demonstrate that different features of signal propagation are obtained in different regions of the indoor environment. According to the different features of signal propagation, the environment is divided into several regions and the signal-strength values collected at the training locations in different regions can be updated accurately and individually using proper propagation features. The experimental results show the usefulness of the proposed method and the accuracy of the localization can be improved.
机译:基于指纹的技术通常用于室内位置估计,其中通过在离线阶段中在几个训练位置处校准信号强度值来构建无线电地图。但是,信号强度值会随着环境的变化而变化,因此构建的无线电图可能已过时。此外,针对每个环境变化的信号强度值的重新校准是费力且费时的。因此,本文针对环境变化提出了一种有效的无线电地图管理方法。我们首先证明在室内环境的不同区域中可以获得信号传播的不同特征。根据信号传播的不同特征,将环境划分为多个区域,并且可以使用适当的传播特征来准确,独立地更新在不同区域的训练位置收集的信号强度值。实验结果表明,该方法是有效的,可以提高定位精度。

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