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A Modified Genetic Algorithm for Multiuser Detection in DS/CDMA Systems

机译:DS / CDMA系统中一种改进的多用户检测遗传算法

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摘要

Multiple access interference and near-far effect cause the performance of the conventional single user detector in DS/CDMA systems to degrade. Due to high complexity of the optimum multiuser detector, suboptimal multiuser detectors with less complexity and reasonable performance have received considerable attention. In this paper we apply the classic and a new modified genetic algorithm for multiuser detection of DS/CDMA signals. It is shown that the classic genetic algorithm (GA) reaches an error floor at high signal to noise ratios (SNR) while the performance of proposed modified GA is much better than the classic one arid is comparable to the optimum detector with much less complexity. The results hold true for AWGN and fading channels. We also describe another GA called as meta GA to find the optimum parameters of the modified GA. We compare the performance of proposed method with the other detectors used in CDMA.
机译:多址干扰和远距离影响导致DS / CDMA系统中常规单用户检测器的性能下降。由于最优多用户检测器的高复杂度,具有较低复杂度和合理性能的次优多用户检测器受到了广泛的关注。在本文中,我们将经典和新的改进遗传算法应用于DS / CDMA信号的多用户检测。结果表明,经典遗传算法(GA)在高信噪比(SNR)时达到了错误底限,而所提出的改进GA的性能远远优于经典遗传算法,并且可以与最优检测器相媲美,而复杂度却低得多。结果适用于AWGN和衰落信道。我们还描述了另一种称为元GA的GA,以查找经过修改的GA的最佳参数。我们将所提方法的性能与CDMA中使用的其他检测器进行了比较。

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