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Tensor Space-Time-Frequency Coding With Semi-Blind Receivers for MIMO Wireless Communication Systems

机译:具有半盲接收器的MIMO无线通信系统的Tensor时空频率编码

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摘要

In this paper, we first introduce two new classes of constrained tensor models that we call generalized PARATUCK- and Tucker- models. A new tensor space-time-frequency (TSTF) coding structure is then proposed for MIMO OFDM-CDMA wireless communication systems. Two semi-blind receivers relying on the new generalized PARATUCK model are derived for solving the problem of joint channel and symbol estimation. One is iterative and based on a two-step alternating least squares (ALS) algorithm. The other one is a closed-form and low-complexity solution which consists of the Kronecker product least squares (KPLS) estimation of the symbol matrix and a matrix unfolding of the channel tensor. Uniqueness of the underlying tensor model is discussed and system design requirements are derived for applicability of the ALS and KPLS receivers. We also show that the so-called TSTF system can be viewed as an extension of three existing tensor-based ST/TST/STF coding systems that are described in a unified framework. Computer simulation results illustrate the good performance of the TSTF system which outperforms the considered existing tensor-based systems both in terms of symbol estimation quality and allocation flexibility.
机译:在本文中,我们首先介绍两类新的约束张量模型,我们将其称为广义PARATUCK模型和Tucker模型。然后,提出了一种新的张量时空频率(TSTF)编码结构,用于MIMO OFDM-CDMA无线通信系统。推导了两个依赖于新的广义PARATUCK模型的半盲接收机,以解决联合信道和符号估计的问题。一种是迭代的,基于两步交替最小二乘(ALS)算法。另一个是封闭形式的低复杂度解决方案,它由符号矩阵的Kronecker乘积最小二乘(KPLS)估计和通道张量的矩阵展开组成。讨论了基础张量模型的唯一性,并得出了针对ALS和KPLS接收器的适用性的系统设计要求。我们还表明,所谓的TSTF系统可以看作是在统一框架中描述的三个现有的基于张量的ST / TST / STF编码系统的扩展。计算机仿真结果说明了TSTF系统的良好性能,在符号估计质量和分配灵活性方面,它们均优于已考虑的现有基于张量的系统。

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