基于指纹识别的定位算法中相关CIR参数的选择

R. Zouari, Iness Ahriz, R. Zayani, A. Dziri, R. Bouallègue
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引用次数: 2

摘要

研究了通道脉冲响应(CIR)参数与指纹定位算法的相关性。在本研究中,我们考虑了一个WLAN环境,在该环境中,多层神经网络(MLNN)从CIR的位置相关参数中离线学习位置,然后根据给定的指纹在线计算移动站的准确位置。更重要的是,我们进一步研究了识别CIR的相关参数作为指纹,从而降低了复杂性,提高了定位精度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Relevant CIR parameters selection for fingerprinting based location algorithm
This paper investigates the relevance of Channel Impulse Response (CIR) parameters for fingerprint based localization algorithm. We consider in this study a WLAN environment where a Multi-Layer Neural Network (MLNN) learns off-line the location from the location-dependent parameters of the CIR. Then, it calculates on-line the accurate position of a mobile station from given fingerprints. More importantly, an advanced study is conducted to identify the relevant parameters of CIR to be used as fingerprints which offer lower complexity and high location accuracy.
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