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首页> 外文期刊>IEEE transactions on wireless communications >A low complexity reduced-rank MMSE receiver for DS/CDMA communications
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A low complexity reduced-rank MMSE receiver for DS/CDMA communications

机译:用于DS / CDMA通信的低复杂度低秩MMSE接收机

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The minimum mean squared error (MMSE) receiver is a linear filter which can achieve optimal near-far resistance in direct-sequence code-division multiple-access communications. However, one of the main problems of this receiver is the required number of filter taps, which is typically large. This is especially true in systems with a large processing gain in which case the receiver's computation burden becomes very high. As a result, methods for reducing the complexity of the MMSE receiver have been of great interest in recent years. We propose an efficient partitioned MMSE receiver based on a classification algorithm. It is shown that the computational complexity (in terms of the filter taps) of the proposed receiver can be reduced significantly while good performance is maintained. Based on the special structure of our proposed receiver, we also propose a release-merge adaptive partition algorithm which can update the partition and the receiver's coefficients simultaneously. In particular, it is demonstrated that the proposed receiver can perform much better than previously proposed reduced-rank MMSE receivers, such as the partial despreading MMSE receiver and the cyclically shifted filter bank receiver, with even a smaller number of taps.
机译:最小均方误差(MMSE)接收器是一个线性滤波器,可以在直接序列码分多址通信中实现最佳的远近电阻。但是,这种接收器的主要问题之一是所需的滤波器抽头数量通常很大。在具有较大处理增益的系统中尤其如此,在这种情况下,接收器的计算负担变得非常高。结果,近年来,用于降低MMSE接收机的复杂性的方法引起了极大的兴趣。我们提出了一种基于分类算法的高效分区MMSE接收机。结果表明,在保持良好性能的同时,可以显着降低所提出的接收机的计算复杂度(就滤波器抽头而言)。基于我们提出的接收机的特殊结构,我们还提出了一种释放合并自适应分区算法,该算法可以同时更新分区和接收机的系数。特别地,证明了所提出的接收器可以以甚至更少的抽头而比先前提出的降低秩的MMSE接收器(例如,部分解扩MMSE接收器和循环移位滤波器组接收器)更好地执行。

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