异步多载波DS-CDMA系统中基于自适应滤波器的MMSE接收机设计

Ali Jamoos, É. Grivel, M. Najim
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引用次数: 6

摘要

当考虑频率选择性衰落信道上的异步上行多载波直接序列码分多址(MC-DS-CDMA)系统时,我们研究了各种自适应滤波器来设计最小均方误差(MMSE)接收器。考虑了两种设计结构:所谓的“分离检测”包括对每个载波使用特定的自适应滤波器结构,而所谓的“联合检测”是基于由专用于每个载波的自适应滤波器权值的串联定义的联合结构。采用递归最小二乘(RLS)、归一化最小均方(NLMS)和肯定投影算法(APA)等自适应滤波器对两种结构进行了比较研究。仿真结果表明,必须在性能和计算成本之间找到一个折衷。所谓的“联合检测”方案在误码率(BER)方面提供了最佳性能。虽然NLMS具有最低的计算成本,但在考虑收敛速度或/和超额均方误差时,它优于APA和RLS。此外,RLS提供了最好的性能,但代价是高的计算复杂度。因此,我们建议在接头结构中使用APA来设计接收器。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Designing adaptive filters-based MMSE receivers for asynchronous multicarrier DS-CDMA systems
We investigate various adaptive filters to design a minimum mean square error (MMSE) receiver, when considering asynchronous uplink multi-carrier direct-sequence code division multiple access (MC-DS-CDMA) systems, over a frequency selective fading channel. Two design structures are considered: the so called "separate detection" consists in using a particular adaptive filter structure for each carrier, whereas the so called "joint detection" is based on a joint structure defined by the concatenation of the adaptive filter weights dedicated to each carrier. We carry out a comparative study between both structures with various adaptive filters such as recursive least square (RLS), Normalized least mean square (NLMS) and affirm projection algorithm (APA). The simulation results show that a compromise has to be found between performance and computational cost. The so called "joint detection" scheme provides the best performance in terms of bit error rate (BER). Although NLMS has the lowest computational cost, it is outperformed by APA and RLS when considering the convergence rate or/and excess mean square error. Besides, the RLS provides the best performance but at the price of high computational complexity. Therefore, we propose to use APA in a joint structure to design the receiver.
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