OFDM channel estimation and data detection with superimposed pilots

T. Cui, C. Tellambura
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引用次数: 16

Abstract

We propose three iterative superimposed-pilot based channel estimators for Orthogonal Frequency Division Multiplexing (OFDM) systems. Two are approximate maximum-likelihood, derived by using a Taylor expansion of the conditional probability density function of the received signal or by approximating the OFDM time signal as Gaussian, and one is minimum-mean square error. The complexity per iteration of these estimators is given by approximately O(NL^2), O(N^3) and O(NL), where N is the number of OFDM subcarriers and L is the channel length (time). Two direct (non-iterative) data detectors are also derived by averaging the log likelihood function over the channel statistics. These detectors require minimising the cost metric in an integer space, and we suggest the use of the sphere decoder for them. The Cramer–Rao bound for superimposed pilot based channel estimation is derived, and this bound is achieved by the proposed estimators. The optimal pilot placement is shown to be the equally spaced distribution of pilots. The bit error rate of the proposed estimators is simulated for N = 32 OFDM system. Our estimators perform fairly close to a separated training scheme, but without any loss of spectral efficiency.
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基于叠加导频的OFDM信道估计和数据检测
针对正交频分复用(OFDM)系统,提出了三种基于叠加导频的迭代信道估计器。两个是近似最大似然,通过使用接收信号的条件概率密度函数的泰勒展开或通过将OFDM时间信号近似为高斯而导出,一个是最小均方误差。这些估计器每次迭代的复杂度近似为O(NL^2)、O(N^3)和O(NL),其中N为OFDM子载波的数量,L为信道长度(时间)。两个直接的(非迭代的)数据检测器也通过对信道统计量的对数似然函数求平均值而得到。这些检测器需要在整数空间中最小化成本度量,我们建议使用球体解码器。推导了基于叠加导频信道估计的Cramer-Rao界,并通过所提估计器实现了该界。最优的飞行员布局是飞行员的等间隔分布。在N = 32 OFDM系统中,对所提估计器的误码率进行了仿真。我们的估计器执行相当接近分离的训练方案,但没有任何频谱效率的损失。
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