嵌入式异构多核测试的流式大数据处理系统*

PDF(1037 KB)

集成电路与嵌入式系统 ›› 2022, Vol. 22 ›› Issue (3) : 19-22.

专题论述

嵌入式异构多核测试的流式大数据处理系统^*

柳文波¹, 何鹏举¹, 张京妹¹, 李聪¹, 张鹏²

作者信息 +

Streaming Big Data Processing System Based on Embedded Heterogeneous Multi-core Testing

Liu Wenbo¹, He Pengju¹, Zhang Jingmei¹, Li Cong¹, Zhang Peng²

Author information +

文章历史 +

摘要

本文采用FPGA实现四通道传感器的高速数据采集、同步转换和LMS自适应降噪,使用ARM搭建了边缘计算平台,进而实现了一种云-边-端协同的测试流式大数据处理系统,并且在磨床设备检测中得到了应用。实验和现场测试结果表明,本系统可以满足实际应用的需求,为基于工业物联网的设备监测提供了一种可行的方法。

Abstract

In the paper,FPGA is used to realize high-speed data acquisition,synchronous conversion and LMS adaptive noise reduction of four-channel sensors,an edge computing platform is built using ARM,and then a cloud-side-end collaborative test streaming big data processing system is realized,and it has been applied in the detection of grinding machine equipment.The experiment and field test results show that it can meet the needs of practical applications and provide a feasible method for equipment monitoring based on the industrial internet of things.

导出引用

柳文波, 何鹏举, 张京妹, 李聪, 张鹏. 嵌入式异构多核测试的流式大数据处理系统^*[J]. 集成电路与嵌入式系统. 2022, 22(3): 19-22

Liu Wenbo, He Pengju, Zhang Jingmei, Li Cong, Zhang Peng. Streaming Big Data Processing System Based on Embedded Heterogeneous Multi-core Testing[J]. Integrated Circuits and Embedded Systems. 2022, 22(3): 19-22

中图分类号： TP277

参考文献

[1] 王其朝,金光淑,李庆,等.工业边缘计算研究现状与展望[J].信息与控制,2021,50(3):257-274.
[2] K Anitha Kumari.Edge Computing:Fundamentals,Advances and Applications[M].CRC Press,2021.
[3] 魏化雨.基于FPGA的无线声发射桥梁结构健康检测仪设计[D].深圳:深圳大学,2018.
[4] 欧阳旻,郭玉超,王桓,等.工业物联网环境下设备数据采集研究与实现[J].软件工程,23(12):4.