A closed-loop STTD scheme using limited feedback unitary precoding for MIMO-OFDM-OSTBC system

Wang Wei, Huang Jiyan, Wan Qun
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Abstract

The performance of mobile location systems is often limited by large errors primarily caused by non-line-of-sight (NLOS) propagation conditions. Nonparametric kernel-based estimators for location of mobile terminals using measurements of propagation delays have been proposed to mitigate the NLOS error. This paper proposes a novel estimation algorithm based on non-parametric density approximation of the measurements using a survey of time difference measurements. This method estimates the joint density function based on the Least Square Support Vector Machine (LS-SVM) solving linear operator equations. Utilizing kriging we interpolate the measurements to specific points that we are interested in to get more survey data. Simulation results indicate that the proposed algorithm provides better location accuracy even in severe NLOS conditions.
MIMO-OFDM-OSTBC系统的有限反馈酉预编码闭环STTD方案
移动定位系统的性能通常受到非视距(NLOS)传播条件引起的较大误差的限制。为了减小NLOS误差,提出了一种基于非参数核的移动终端位置估计方法。本文提出了一种基于非参数密度近似的测量值估计算法。该方法基于最小二乘支持向量机(LS-SVM)求解线性算子方程来估计联合密度函数。利用克里格法,我们将测量值插值到我们感兴趣的特定点,以获得更多的调查数据。仿真结果表明,该算法即使在严重的非视距条件下也能提供较好的定位精度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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