工业物联网框架下安全监控系统的边缘计算实现

Martin Muzelak, T. Skovranek
{"title":"工业物联网框架下安全监控系统的边缘计算实现","authors":"Martin Muzelak, T. Skovranek","doi":"10.1109/iccc54292.2022.9805918","DOIUrl":null,"url":null,"abstract":"Intelligent automation of manufacturing processes is one of the topics of the fourth industrial revolution - Industry 4.0. Edge Computing, Cloud Computing and inference of machine learning algorithms on equipments in the frame of Industrial Internet of Things is therefore of high interest. In this paper the implementation of a machine learning algorithm in the form of neural network is used for detection of wearing protective equipment in production environment. Furthermore, the edge computing technology is used for deployment of the proposed application on the edge device using video data from the Closed-Circuit Television system. The Edge device is communicating with the Cloud, where streaming platforms are running, taking necessary safety precautions to prevent accidents at work and also record these situations for reporting purposes.","PeriodicalId":167963,"journal":{"name":"2022 23rd International Carpathian Control Conference (ICCC)","volume":"45 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-05-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Edge computing implementation of safety monitoring system in frame of IIoT\",\"authors\":\"Martin Muzelak, T. Skovranek\",\"doi\":\"10.1109/iccc54292.2022.9805918\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Intelligent automation of manufacturing processes is one of the topics of the fourth industrial revolution - Industry 4.0. Edge Computing, Cloud Computing and inference of machine learning algorithms on equipments in the frame of Industrial Internet of Things is therefore of high interest. In this paper the implementation of a machine learning algorithm in the form of neural network is used for detection of wearing protective equipment in production environment. Furthermore, the edge computing technology is used for deployment of the proposed application on the edge device using video data from the Closed-Circuit Television system. The Edge device is communicating with the Cloud, where streaming platforms are running, taking necessary safety precautions to prevent accidents at work and also record these situations for reporting purposes.\",\"PeriodicalId\":167963,\"journal\":{\"name\":\"2022 23rd International Carpathian Control Conference (ICCC)\",\"volume\":\"45 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-05-29\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2022 23rd International Carpathian Control Conference (ICCC)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/iccc54292.2022.9805918\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 23rd International Carpathian Control Conference (ICCC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/iccc54292.2022.9805918","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

制造过程的智能自动化是第四次工业革命——工业4.0的主题之一。因此,工业物联网框架下设备的边缘计算、云计算和机器学习算法推理备受关注。本文以神经网络的形式实现了一种机器学习算法,用于生产环境中防护装备的穿戴检测。此外,利用来自闭路电视系统的视频数据,将边缘计算技术用于在边缘设备上部署所提出的应用程序。Edge设备正在与运行流媒体平台的云进行通信,采取必要的安全预防措施以防止工作事故,并记录这些情况以供报告。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Edge computing implementation of safety monitoring system in frame of IIoT
Intelligent automation of manufacturing processes is one of the topics of the fourth industrial revolution - Industry 4.0. Edge Computing, Cloud Computing and inference of machine learning algorithms on equipments in the frame of Industrial Internet of Things is therefore of high interest. In this paper the implementation of a machine learning algorithm in the form of neural network is used for detection of wearing protective equipment in production environment. Furthermore, the edge computing technology is used for deployment of the proposed application on the edge device using video data from the Closed-Circuit Television system. The Edge device is communicating with the Cloud, where streaming platforms are running, taking necessary safety precautions to prevent accidents at work and also record these situations for reporting purposes.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信