使用低成本定点数字信号处理器的通信网络和工业物联网机器的高级信号处理

Emmanuel A. Oyekanlu, K. Scoles, Paul O. Oladele
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引用次数: 1

摘要

在本文中,现有的广泛可用的数字信号处理器(DSP)的用途和功能被扩展到包括使用它来生成所需的波形,这些波形可用于支持工业物联网(IIoT)和网络物理系统(CPS)的通信网络边缘的计算,滤波,调制和降噪应用。这种波形也可用于优化工业物联网通信网络(如无线和电力线通信网络)的性能。本文以美国德州仪器公司的C28x数字信号处理器(DSP)为例,采用嵌入式C语言对其进行编程,使其能够生成所需的小波,并作为母小波发生器进行部署。我们的实现是C28x作为基本母小波发生器的第一个已知应用。采用先进的信号处理方法,利用嵌入式C语言对C28x DSP进行信号裁剪、排序和级联。用C28x DSP生成的小波满足小波容许条件。工业物联网机器的开环电压信号,在工业物联网网络边缘产生,并通过电力线通信(PLC)通道发送,用于评估构建的墨西哥帽小波的性能。使用C28x DSP构建的墨西哥帽小波用于去除当信号通过PLC通道传输时被噪声损坏的机器信号中的噪声。基于DSP的墨西哥帽小波降噪信号与原始传输信号相比具有较高的相关性,同时成功地从原始信号中去除通信信道噪声。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Advanced Signal Processing for Communication Networks and Industrial IoT Machines Using Low-Cost Fixed-Point Digital Signal Processor
In this paper, the uses and functions of an existing, widely available digital signal processor (DSP) is extended to include using it to generate needed waveforms that could be used for computing, filtering, modulation and noise removal applications at the edges of communication networks that supports Industrial Internet of Things (IIoT) and Cyber Physical Systems (CPS). Such waveforms could also be used to optimize performances of IIoT communication networks such as wireless and powerline communication networks. The C28x digital signal processor (DSP), manufactured by Texas Instruments is used as a case study, and it is deployed in this paper as a mother wavelet generator by programming it to generate needed wavelets using embedded C programming language. Our implementation is the first known application of the C28x as a basic mother wavelet generator. Advanced signal processing method which include signal clipping, sequencing and concatenation are used with embedded C to program the C28x DSP. Wavelets generated with the C28x DSP are found to satisfy the wavelet admissibility condition. The open-loop voltage signal of an IIoT machine, generated at an IIoT network edge, and sent across a powerline communication (PLC) channel is used to evaluate the performance of the constructed Mexican Hat wavelet. The Mexican Hat wavelet constructed using the C28x DSP is used to remove noise from the machine signal corrupted with noise when the signal is transmitted over a PLC channel. Denoised signal using the DSP based Mexican Hat wavelet shows high correlation when compared to the original transmitted signal, while communication channel noise is successfully removed from the original signal.
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