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Adaptive MMSE maximum likelihood CDMA multiuser detection

机译:自适应MMSE最大似然CDMA多用户检测

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摘要

The well-known code division multiple access maximum likelihood receiver (MF-ML) uses a bank of matched filters as a generator of sufficient statistics for maximum likelihood detection of users transmitted symbols. In this paper, the bank of matched filters is replaced by a bank of adaptive minimum mean squared error (MMSE) filters as the generator of sufficient statistics. This formal replacement of the MF bank by the adaptive MMSE filter bank has significant conceptual consequences and provides improvement by several performance measures. The adaptive MMSE-ML receiver's digital implementation is significantly computationally simplified. The advantages of the proposed adaptive MMSE-ML receiver over the MF-ML receiver are: (1) ability to perform joint synchronization, channel parameter estimation, and signal detection where the signal is sent over an unknown, slowly time-varying, frequency-selective multipath fading channel; (2) increased information capacity in a multicellular environment; and (3) significantly improved bit error rate (BER) performance in a multicellular mobile communications environment. The information capacity and the BER of the proposed MMSE-ML receiver are analyzed. Numerical results showing the BER performance of the MMSE-ML receiver in a multipath channel environment are presented.
机译:众所周知的码分多址最大访问似然接收机(MF-ML)使用一组匹配的滤波器作为足够统计的发生器,以最大程度地检测用户发射符号的可能性。在本文中,将匹配滤波器组替换为自适应最小均方误差(MMSE)滤波器组,作为足够统计量的生成器。用自适应MMSE滤波器组正式替换MF库具有重要的概念意义,并通过多种性能指标进行了改进。自适应MMSE-ML接收机的数字实现大大简化了计算。与MF-ML接收器相比,所提出的自适应MMSE-ML接收器的优势在于:(1)执行联合同步,信道参数估计和信号检测的能力,其中信号是通过未知的,时变缓慢的频率发送的。选择性多径衰落信道; (2)在多蜂窝环境中增加信息容量; (3)在多蜂窝移动通信环境中显着改善了误码率(BER)性能。分析了所提出的MMSE-ML接收机的信息容量和BER。数值结果显示了MMSE-ML接收机在多径信道环境中的BER性能。

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