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Research on Spectrum Intelligent Recognition Technology Based on an Edge Processing Framework KubeEdge

机译:基于边缘处理框架Kubeedge的频谱智能识别技术研究

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In recent years, artificial intelligence technology has developed rapidly, spectrum recognition presents the characteristics of intelligence. However, with the increase of the amount of radio spectrum data, problems such as the large amount of computation of artificial intelligence algorithm and the shortage of storage and computing resources of spectrum recognition terminal become more and more prominent, resulting in low efficiency of spectrum recognition. Combined with edge computing technology, an spectrum intelligent recognition framework based on edge processing framework KubeEdge is proposed in this paper. The architecture uses KubeEdge framework to co-manage cloud server and edge spectrum recognition node. The training of spectrum intelligent recognition algorithm is realized in the cloud, and the spectrum of input signals is recognized and classified at the edge node, so as to achieve the purpose of cloud and edge collaborative recognition and improve the efficiency of spectrum recognition.
机译:近年来,人工智能技术发展迅速,频谱识别呈现智力的特点。然而,随着无线电频谱数据量的增加,诸如人工智能算法的大量计算等问题以及频谱识别终端的存储和计算资源的短缺变得越来越突出,导致频谱识别效率低。结合边缘计算技术,本文提出了一种基于边缘处理框架Kubeedge的频谱智能识别框架。该体系结构使用Kubeedge框架来协助Cloud Server和Edge Spectrum识别节点。在云中实现了频谱智能识别算法的训练,并且在边缘节点处识别和分类输入信号的频谱,以达到云和边缘协作识别的目的,提高频谱识别效率。

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