融合多接入点接收信号强度用于WLAN用户位置估计

Minghua Zhang, Shensheng Zhang, Jian Cao
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引用次数: 20

摘要

基于无线局域网接收信号强度的位置估计技术具有成本低、易于部署等优点。现有技术以相同的方式使用从不同接入点接收到的信号强度。然而,从远端接入点发出的信号受环境噪声的影响较大,增加了信号强度的不确定性。由于可探测接入点与用户的距离不同,因此应区别考虑它们对最终估计的贡献。本文利用Dempster-Shafer证据理论,提出了一种新的位置估计方法,用于融合来自不同信念的多个接入点的接收信号强度。本文阐述了邓普斯特-谢夫特证据理论应用中的三个关键问题。该方法已在实际无线网络中实现,实验结果表明该方法在精度和定位时间上都是可行的。可以得到2米以下的平均位置估计误差。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Fusing Received Signal Strength from Multiple Access Points for WLAN User Location Estimation
WLAN received signal strength based location estimation techniques are promising for their low cost and ease of deployment. Existing techniques use received signal strength from different access points in an equal way. However, signals sent from the far access point experience more influence of the environmental noises, and more uncertainties are added in the signal strength. As detectable access points have different distance to the user, their contributions to the final estimation should be considered discriminatingly. In this paper, a novel location estimation approach is proposed using the Dempster-Shafer evidence theory to fuse received signal strength from multiple access points with different belief. We elaborate on three key problems during applying the Dempster-Shafter evidence theory. The approach has been implemented in a practical wireless network and experimental results indicate that it is feasible in both accuracy and locating time. An average location estimation error below 2 meters can be obtained.
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