Edge Computing in Industrial Internet of Things: Architecture, Advances and Challenges

The Industrial Internet of Things (IIoT) is a crucial research field spawned by the Internet of Things (IoT). IIoT links all types of industrial equipment through the network; establishes data acquisition, exchange, and analysis systems; and optimizes processes and services, so as to reduce cost and...

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Vydané v:IEEE Communications surveys and tutorials Ročník 22; číslo 4; s. 2462 - 2488
Hlavní autori: Qiu, Tie, Chi, Jiancheng, Zhou, Xiaobo, Ning, Zhaolong, Atiquzzaman, Mohammed, Wu, Dapeng Oliver
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: IEEE 01.01.2020
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ISSN:2373-745X
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Abstract The Industrial Internet of Things (IIoT) is a crucial research field spawned by the Internet of Things (IoT). IIoT links all types of industrial equipment through the network; establishes data acquisition, exchange, and analysis systems; and optimizes processes and services, so as to reduce cost and enhance productivity. The introduction of edge computing in IIoT can significantly reduce the decision-making latency, save bandwidth resources, and to some extent, protect privacy. This paper outlines the research progress concerning edge computing in IIoT. First, the concepts of IIoT and edge computing are discussed, and subsequently, the research progress of edge computing is discussed and summarized in detail. Next, the future architecture from the perspective of edge computing in IIoT is proposed, and its technical progress in routing, task scheduling, data storage and analytics, security, and standardization is analyzed. Furthermore, we discuss the opportunities and challenges of edge computing in IIoT in terms of 5G-based edge communication, load balancing and data offloading, edge intelligence, as well as data sharing security. Finally, we introduce some typical application scenarios of edge computing in IIoT, such as prognostics and health management (PHM), smart grids, manufacturing coordination, intelligent connected vehicles (ICV), and smart logistics.
AbstractList The Industrial Internet of Things (IIoT) is a crucial research field spawned by the Internet of Things (IoT). IIoT links all types of industrial equipment through the network; establishes data acquisition, exchange, and analysis systems; and optimizes processes and services, so as to reduce cost and enhance productivity. The introduction of edge computing in IIoT can significantly reduce the decision-making latency, save bandwidth resources, and to some extent, protect privacy. This paper outlines the research progress concerning edge computing in IIoT. First, the concepts of IIoT and edge computing are discussed, and subsequently, the research progress of edge computing is discussed and summarized in detail. Next, the future architecture from the perspective of edge computing in IIoT is proposed, and its technical progress in routing, task scheduling, data storage and analytics, security, and standardization is analyzed. Furthermore, we discuss the opportunities and challenges of edge computing in IIoT in terms of 5G-based edge communication, load balancing and data offloading, edge intelligence, as well as data sharing security. Finally, we introduce some typical application scenarios of edge computing in IIoT, such as prognostics and health management (PHM), smart grids, manufacturing coordination, intelligent connected vehicles (ICV), and smart logistics.
Author Wu, Dapeng Oliver
Zhou, Xiaobo
Chi, Jiancheng
Ning, Zhaolong
Qiu, Tie
Atiquzzaman, Mohammed
Author_xml – sequence: 1
  givenname: Tie
  orcidid: 0000-0003-2324-2523
  surname: Qiu
  fullname: Qiu, Tie
  email: qiutie@ieee.org
  organization: School of Computer Science and Technology, College of Intelligence and Computing, Tianjin University, Tianjin, China
– sequence: 2
  givenname: Jiancheng
  orcidid: 0000-0002-0359-5105
  surname: Chi
  fullname: Chi, Jiancheng
  email: chijiancheng@tju.edu.cn
  organization: School of Computer Science and Technology, College of Intelligence and Computing, Tianjin University, Tianjin, China
– sequence: 3
  givenname: Xiaobo
  orcidid: 0000-0002-7772-458X
  surname: Zhou
  fullname: Zhou, Xiaobo
  email: xiaobo.zhou@tju.edu.cn
  organization: School of Computer Science and Technology, College of Intelligence and Computing, Tianjin University, Tianjin, China
– sequence: 4
  givenname: Zhaolong
  orcidid: 0000-0002-7870-5524
  surname: Ning
  fullname: Ning, Zhaolong
  email: zhaolongning@dlut.edu.cn
  organization: School of Software, Dalian University of Technology, Dalian, China
– sequence: 5
  givenname: Mohammed
  orcidid: 0000-0001-9440-7669
  surname: Atiquzzaman
  fullname: Atiquzzaman, Mohammed
  email: atiq@ou.edu
  organization: School of Computer Science, University of Oklahoma, Norman, OK, USA
– sequence: 6
  givenname: Dapeng Oliver
  orcidid: 0000-0003-1755-0183
  surname: Wu
  fullname: Wu, Dapeng Oliver
  email: dpwu@ieee.org
  organization: Department of Electrical and Computer Engineering, University of Florida, Gainesville, FL, USA
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Snippet The Industrial Internet of Things (IIoT) is a crucial research field spawned by the Internet of Things (IoT). IIoT links all types of industrial equipment...
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SubjectTerms advances and challenges
application scenarios
Cloud computing
Computer architecture
Delays
Edge computing
Industrial Internet of Things (IIoT)
Internet of Things
reference architecture
Security
Title Edge Computing in Industrial Internet of Things: Architecture, Advances and Challenges
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