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Modified SMC method of blind multiuser detection for DS-CDMA systems over fading channels

机译:衰落信道上DS-CDMA系统的盲多用户检测的改进SMC方法

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摘要

This paper presents the application of sequential Monte Carlo (SMC) methodology for blind detection in wireless direct sequence code division multiple access (DS-CDMA) systems over fading channels. It is known that the conventional SMC method requires a high-computational complexity that grows exponentially with the number of active users. This paper proposes a solution to this problem by employing Cholesky factorization to decompose the observed data into separate components for each user and then the parameters of each user are estimated with the SMC inference method under the decision feedback framework. Based on these concepts, an efficient blind decision feedback SMC (DF-SMC) receiver is developed for differentially encoded DS-CDMA systems. Simulation results demonstrate the promising performance of the proposed receiver for both flat fading and frequency-selective fading channels.
机译:本文介绍了顺序蒙特卡罗(SMC)方法在衰落信道上的无线直接序列码分多址(DS-CDMA)系统中进行盲检测的应用。已知传统的SMC方法需要高计算复杂度,该复杂度随着活跃用户的数量呈指数增长。本文针对此问题提出了解决方案,即利用Cholesky分解将每个用户的观测数据分解为单独的分量,然后在决策反馈框架下使用SMC推理方法估算每个用户的参数。基于这些概念,为差分编码的DS-CDMA系统开发了一种有效的盲决策反馈SMC(DF-SMC)接收机。仿真结果证明了所提出的接收机在平坦衰落和频率选择性衰落信道上的有希望的性能。

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