Adaptive wavelets neural networks based multiuser detector

Ling Wang, H. Tao, L. Jiao, Fang Liu
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引用次数: 1

Abstract

The capacity and performance of code division multiple access (CDMA) system are limited by multiple access interference (MAI) and "near-far" problem, the effect on receivers of which depends on the users' signatures and the actual detector in the receiver. An adaptive wavelets neural networks (AWNN) based multiuser detector is proposed for demodulation of direct sequence CDMA (DS-CDMA) signals in both synchronous and asynchronous Gaussian channels, the complexity of which only lies on that of AWNN. The performance analysis of the detector are carried out by Monte Carlo simulations. The results show it greatly exceeds the matched filter detector and the multilayer perceptron based multiuser detector. In addition, it approaches to the matched filters under single user scenario.
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基于自适应小波神经网络的多用户检测器
码分多址(CDMA)系统的容量和性能受到多址干扰(MAI)和“远近”问题的限制,这些问题对接收机的影响取决于用户的签名和接收机中的实际检测器。提出了一种基于自适应小波神经网络(AWNN)的多用户检测器,用于同步和异步高斯信道直接序列CDMA (DS-CDMA)信号的解调,解调复杂度仅为AWNN的复杂度。通过蒙特卡罗仿真对探测器的性能进行了分析。结果表明,该方法大大优于匹配滤波检测器和基于多层感知机的多用户检测器。此外,本文还对单用户场景下的匹配过滤器进行了探讨。
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