Industrial Internet Federated Learning Driven by IoT Equipment ID and Blockchain

With the development of Internet of Things (IoT), 5G, and industrial technology, Industrial Internet has become an emerging research field. Due to the industrial specialty, higher requirements are put forward for time delay, safety, and stability of the identification analysis service. The tradition...

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Autores principales:	Xu Zhang, Haibo Hou, Zhao Fang, Zhiqian Wang
Formato:	article
Lenguaje:	EN
Publicado:	Hindawi-Wiley 2021
Materias:	Technology T Telecommunication TK5101-6720
Acceso en línea:	https://doaj.org/article/46c950201c684e4abc1da301355e5610
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spelling	oai:doaj.org-article:46c950201c684e4abc1da301355e56102021-11-22T01:09:52ZIndustrial Internet Federated Learning Driven by IoT Equipment ID and Blockchain1530-867710.1155/2021/7705843https://doaj.org/article/46c950201c684e4abc1da301355e56102021-01-01T00:00:00Zhttp://dx.doi.org/10.1155/2021/7705843https://doaj.org/toc/1530-8677With the development of Internet of Things (IoT), 5G, and industrial technology, Industrial Internet has become an emerging research field. Due to the industrial specialty, higher requirements are put forward for time delay, safety, and stability of the identification analysis service. The traditional domain name system (DNS) cannot meet the requirements of industrial Internet because of the single form of identification subject and weak awareness of security protection. As a solution, this work applies blockchain and federated learning (FL) to the industrial Internet identification. Blockchain is a decentralized infrastructure widely used in digital encrypted currencies such as Bitcoin, which can make secure data storage and access possible. Federated learning protects terminal personal data privacy and can carry out efficient machine learning among multiple participants. The numerical results justify that our proposed federated learning and blockchain combination lays a strong foundation for the development of future industrial Internet.Xu ZhangHaibo HouZhao FangZhiqian WangHindawi-WileyarticleTechnologyTTelecommunicationTK5101-6720ENWireless Communications and Mobile Computing, Vol 2021 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	Technology T Telecommunication TK5101-6720
spellingShingle	Technology T Telecommunication TK5101-6720 Xu Zhang Haibo Hou Zhao Fang Zhiqian Wang Industrial Internet Federated Learning Driven by IoT Equipment ID and Blockchain
description	With the development of Internet of Things (IoT), 5G, and industrial technology, Industrial Internet has become an emerging research field. Due to the industrial specialty, higher requirements are put forward for time delay, safety, and stability of the identification analysis service. The traditional domain name system (DNS) cannot meet the requirements of industrial Internet because of the single form of identification subject and weak awareness of security protection. As a solution, this work applies blockchain and federated learning (FL) to the industrial Internet identification. Blockchain is a decentralized infrastructure widely used in digital encrypted currencies such as Bitcoin, which can make secure data storage and access possible. Federated learning protects terminal personal data privacy and can carry out efficient machine learning among multiple participants. The numerical results justify that our proposed federated learning and blockchain combination lays a strong foundation for the development of future industrial Internet.
format	article
author	Xu Zhang Haibo Hou Zhao Fang Zhiqian Wang
author_facet	Xu Zhang Haibo Hou Zhao Fang Zhiqian Wang
author_sort	Xu Zhang
title	Industrial Internet Federated Learning Driven by IoT Equipment ID and Blockchain
title_short	Industrial Internet Federated Learning Driven by IoT Equipment ID and Blockchain
title_full	Industrial Internet Federated Learning Driven by IoT Equipment ID and Blockchain
title_fullStr	Industrial Internet Federated Learning Driven by IoT Equipment ID and Blockchain
title_full_unstemmed	Industrial Internet Federated Learning Driven by IoT Equipment ID and Blockchain
title_sort	industrial internet federated learning driven by iot equipment id and blockchain
publisher	Hindawi-Wiley
publishDate	2021
url	https://doaj.org/article/46c950201c684e4abc1da301355e5610
work_keys_str_mv	AT xuzhang industrialinternetfederatedlearningdrivenbyiotequipmentidandblockchain AT haibohou industrialinternetfederatedlearningdrivenbyiotequipmentidandblockchain AT zhaofang industrialinternetfederatedlearningdrivenbyiotequipmentidandblockchain AT zhiqianwang industrialinternetfederatedlearningdrivenbyiotequipmentidandblockchain
_version_	1718418396907831296

Industrial Internet Federated Learning Driven by IoT Equipment ID and Blockchain

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