Line Search Computation of the Block Factor Model for Blind Multi-User Access in Wireless Communications

D. Nion, L. De Lathauwer
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引用次数: 10

Abstract

In this paper, we present a technique for the blind separation of DS-CDMA signals received on an antenna array, for a multi-path propagation scenario that generates inter-symbol-interference. Our method relies on a new third-order tensor decomposition, which is a generalization of the parallel factor model. We start from the observation that the temporal, spatial and spectral diversities give a third-order tensor structure to the received data. This tensor is then decomposed in a sum of contributions, where each contribution fully characterizes one user. We also present a line search scheme that greatly improves the convergence speed of the alternating least squares algorithm previously used
无线通信中盲多用户接入块因子模型的线搜索计算
在本文中,我们提出了一种天线阵列上接收的DS-CDMA信号的盲分离技术,用于产生符号间干扰的多径传播场景。我们的方法依赖于一种新的三阶张量分解,它是并行因子模型的推广。我们从观测到接收到的数据的时间、空间和频谱的多样性给出了一个三阶张量结构开始。然后将这个张量分解为贡献和,其中每个贡献完全表征一个用户。我们还提出了一种直线搜索方案,大大提高了以前使用的交替最小二乘算法的收敛速度
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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