利用EM算法设计基于盲接收机的多维稳定分布模型

IF 1.9 4区 工程技术 Q3 ENGINEERING, MECHANICAL Advances in Mechanical Engineering Pub Date : 2023-08-01 DOI:10.1177/16878132231189092
Wenwei Ying, Jun Xiao, Chengjun Li, Shaohua Hong
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引用次数: 0

摘要

多天线接收机是现代通信系统的关键技术。甚低频(VLF)信道中的信号衰减是一个严重的问题。除了高信号衰减之外,VLF信道上产生的噪声是非高斯的。因此,为了分析和解决VLF信道中多天线接收机的正常工作问题,我们必须研究多维非高斯衰落信道中的信号检测问题。受现有水下潜艇单天线盲接收机的启发,研究了多维非高斯噪声模型在衰落信道下的信号检测和估计算法。在这项研究中,我们提出了一种基于期望最大化(EM)算法的盲接收机。所提出的盲接收机可以减少非高斯噪声。此外,我们提出了一种非线性接收机,它可以在高衰减VLF通信系统上准确地接收发射信号。在不相关和相关非高斯信道上的数值和仿真结果证实,所提出的盲接收机的设计接近最优,计算复杂度低。
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Blind receiver design-based multi-dimensional stable distribution model using the EM algorithm
Multi-antenna receivers are a key technology for modern communication systems. Signal attenuation in the very low frequency (VLF) channel is a serious problem. In addition to high signal attenuation, the resulting noise on the VLF channel is non-Gaussian. Hence, to analyze and address the issue of the normal operation of the multi-antenna receiver in the VLF channel, we must study the signal detection problem in a multi-dimensional non-Gaussian fading channel. Motivated by the existing blind receiver in an underwater submarine single-antenna receiver, we study the signal detection and estimation algorithm under the fading channel for a multi-dimensional non-Gaussian noise model. In this study, we propose a blind receiver based on the expectation-maximization (EM) algorithm. The proposed blind receiver can reduce non-Gaussian noise. In addition, we propose a nonlinear receiver that can accurately receive the transmitted signal over the high-attenuation VLF communication systems. Numerical and simulation results over uncorrelated and correlated non-Gaussian channels confirm that the design of the proposed blind receiver is close to optimal, with low computation complexity.
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来源期刊
Advances in Mechanical Engineering
Advances in Mechanical Engineering 工程技术-机械工程
CiteScore
3.60
自引率
4.80%
发文量
353
审稿时长
6-12 weeks
期刊介绍: Advances in Mechanical Engineering (AIME) is a JCR Ranked, peer-reviewed, open access journal which publishes a wide range of original research and review articles. The journal Editorial Board welcomes manuscripts in both fundamental and applied research areas, and encourages submissions which contribute novel and innovative insights to the field of mechanical engineering
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