非均匀采样信号自动调制分类器的试验台及实验分析

H. Joshi, S. Darak, Y. Louët
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引用次数: 2

摘要

在动态频谱环境下,无线电终端根据信道参数(如噪声、衰落等)调整调制传输方式,以满足期望的服务质量。随后,在没有明确通知的情况下,接收机需要自动调制分类器(AMC)来识别发射信号的调制类型。此外,基于机会频谱接入的认知无线电需要AMC来准确表征频段状态。为了分析BPSK、QPSK、16-QAM和64-QAM调制方案中基于累积量的AMC在实际无线电环境下的性能,本文建立了USRP测试平台。在所提出的测试平台中,接收信号要么以奈奎斯特速率均匀采样,要么以亚奈奎斯特速率非均匀采样并随后重构。针对非均匀采样,实现了基于多协集采样和正交匹配追踪的重构方法。实验结果表明,对于各种调制类型、天线增益和收发器之间的不同距离,由于接收到的信号在频率上近似稀疏,AMC的性能不会因NUS而显著下降。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Testbed and experimental analysis of automatic modulation classifier for non-uniformly sampled signal
In dynamic spectrum environment, radio terminals adapt the modulation type of transmission according to channel parameters such as noise, fading etc. to meet the desired quality of service. Subsequently, receiver needs automatic modulation classifier (AMC) to identify the modulation type of transmitted signal if not informed explicitly. Also, an opportunistic spectrum access based cognitive radio needs AMC to accurately characterize the status of frequency bands. In this paper, USRP testbed has been developed to analyze the performance of cumulant based AMC in real radio environment for BPSK, QPSK, 16-QAM and 64-QAM modulation schemes. In the proposed testbed, the received signal is either uniformly sampled at Nyquist rate or non-uniformly sampled at sub-Nyquist rate and subsequently reconstructed. For non-uniform sampling (NUS), multi-coset sampling and orthogonal matching pursuit based reconstruction approach is realized. Experimental results, for various modulation types, antenna gains and various distances between transmitter and receiver, show that performance of AMC does not degrade significantly with NUS given that received signal is approximately sparse in frequency.
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