A new modified genetic algorithm for multiuser detection in DS/CDMA systems

M. Shayesteh, M. Menhaj, B. Nobary
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引用次数: 7

Abstract

The conventional single user detector in DS-CDMA (direct sequence code division multiple access) systems involves multiple access interference and the near-far effect which cause the limitation of capacity. On the other hand, the computational complexity of the optimum multiuser detector grows exponentially with the number of users. There has been a lot of interest in suboptimal multiuser detectors with less complexity and reasonable performance. In this paper we apply the classic and new modified genetic algorithms 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 while the proposed method has higher performance than the classic one and is comparable to the optimum single user detector with much less complexity than the optimum multiuser detector.
基于改进遗传算法的DS/CDMA系统多用户检测
在直接顺序码分多址(DS-CDMA)系统中,传统的单用户检测器存在多址干扰和远近效应,导致容量受限。另一方面,最优多用户检测器的计算复杂度随着用户数量呈指数增长。人们对复杂度较低、性能合理的次优多用户检测器很感兴趣。本文将经典遗传算法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,经典遗传算法在高信噪比条件下达到误差下限,而该方法具有比经典遗传算法更高的性能,可与最优单用户检测器相媲美,且复杂度远低于最优多用户检测器。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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