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Implementation of LS, MMSE and SAGE Channel Estimators for Mobile MIMO-OFDM

机译:用于移动MIMO-OFDM的LS,MMSE和SAGE信道估计器的实现

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摘要

The use of decision directed (DD) channel estimation in a multiple-input multiple-output (MIMO) orthogonal frequency division multiplexing (OFDM) downlink receiver is studied in this paper. The 3GPP long term evolution (LTE) based pilot structure is used as a benchmark. The space-alternatinggeneralized expectation-maximization (SAGE) algorithm is used to improve the performance from that of the pilot symbol based least-squares (LS) channel estimator. The DD channel estimation improves the performance with high user velocities, where the pilot symbol density is not sufficient. Minimum mean square error (MMSE) filtering can also be used in estimating the channelin between pilot symbols. The DD channel estimation can be used to reduce the pilot overhead without any performance degradation by transmitting data instead of pilot symbols. The pilot overhead is reduced to a third of the LTE pilot overhead, obtaining a ten percent increase in throughput. The pilot basedLS, MMSE and the SAGE channel estimators are implemented and the performance-complexity trade-offs are studied.
机译:本文研究了决策导向(DD)信道估计在多输入多输出(MIMO)正交频分复用(OFDM)下行链路接收机中的使用。基于3GPP长期演进(LTE)的导频结构被用作基准。使用空间交替广义期望最大化(SAGE)算法来提高基于导频符号的最小二乘(LS)信道估计器的性能。在导频符号密度不足的情况下,DD信道估计可提高用户速度较高的性能。最小均方误差(MMSE)滤波也可以用于估计导频符号之间的信道。通过传输数据而不是导频符号,DD信道估计可以用于减少导频开销而不会降低性能。导频开销减少到LTE导频开销的三分之一,吞吐量提高了百分之十。实现了基于导频的LS,MMSE和SAGE信道估计器,并研究了性能复杂度的取舍。

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