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Subband Transforms for Adaptive, RLS Direct Sequence Spread Spectrum Receivers

机译:自适应RLS直接序列扩频接收器的子带变换

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Adaptive Direct Sequence Spread Spectrum (DSSS) receivers have advantages over their fixed matched filter counterparts including interference cancellation capabilities and simplification of PN code acquisition. However, convergence using the LMS algorithm will be very slow in situations with relatively high SNR and/or a large number of users. The use of the RLS algorithm will improve convergence speed but at significantly increased computational cost, especially for long PN codes. Unfortunately, computationally efficient, fast RLS algorithms cannot be used because the filter is updated at the symbol rate rather than at every sample. In this paper, we propose a subband version of the RLS-based receiver that utilizes multiple, shorter length adaptive filters. This approach significantly reduces computation and introduces architectural parallelism into the system implementation. We design an optimal subband transform and provide simulation results demonstrating the improved convergence properties as compared with the fullband system.
机译:自适应直接序列扩频(DSSS)接收机具有优于其固定匹配滤波器的优点,包括干扰消除功能和PN码获取的简化。但是,在具有相对较高的SNR和/或大量用户的情况下,使用LMS算法的收敛将非常缓慢。 RLS算法的使用将提高收敛速度,但是会显着增加计算成本,尤其是对于长PN码而言。不幸的是,由于滤波器是以符号速率而不是每个采样进行更新的,因此无法使用计算效率高,快速的RLS算法。在本文中,我们提出了一种基于RLS的接收机的子带版本,它利用了多个较短长度的自适应滤波器。这种方法大大减少了计算,并将体系结构并行性引入了系统实现中。我们设计了最佳的子带变换,并提供了仿真结果,证明了与全带系统相比,改进的收敛性。

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