An Edge Intelligent Blockchain-Based Reputation System for IIoT Data Ecosystem

被引:13
|
作者
Khezr, Seyednima [1 ]
Yassine, Abdulsalam [2 ]
Benlamri, Rachid [3 ]
Hossain, M. Shamim [4 ]
机构
[1] Lakehead Univ, Dept Elect & Comp Engn, Thunder Bay, ON P7B 5E1, Canada
[2] Lakehead Univ, Dept Software Engn, Thunder Bay, ON P7B 5E1, Canada
[3] Univ Doha Sci & Technol, Doha 24449, Qatar
[4] King Saud Univ, Coll Comp & Informat Sci, Dept Software Engn, Riyadh 11543, Saudi Arabia
基金
加拿大自然科学与工程研究理事会;
关键词
Industrial Internet of Things; Ecosystems; Security; Fourth Industrial Revolution; Blockchains; Informatics; Usability; Blockchain; data trading; edge intelligence; industrial Internet of Things (IIoT); performance evaluation; reputation; security;
D O I
10.1109/TII.2022.3174065
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Industrial Internet of Things (IIoT) devices generate and collect massive amounts of industrial data. Monetizing the flood of data generated by the IIoT devices has enabled the creation of the IIoT data ecosystem, where individuals and businesses may trade data. With the rapid expansion of the online data trading industry, the necessity for an edge intelligent reputation system is becoming increasingly important as more individuals and services connect online. In recent years, researchers have proposed blockchain-based reputation systems as a means of offering anonymity, security, transparency, and mutual trust for both providers and customers in Industry 4.0. Unfortunately, they focus on the decentralized reputation system with a single certificate authority, which creates the concern of a single point of failure (SPOF). Moreover, researchers paid little attention to the performance measures of these blockchain-based reputation systems to demonstrate their usability in a real IIoT data ecosystem. This article proposes a robust edge intelligent blockchain-based reputation system capable of avoiding failures by enhancing the Raft consensus mechanism. We provide extensive security analysis and simulation experiments to demonstrate the performance of the blockchain-based reputation system for the IIoT data ecosystem using different metrics, such as transaction throughput, latency, and resource consumption.
引用
收藏
页码:8346 / 8355
页数:10
相关论文
共 50 条
  • [1] Blockchain-based Reputation for Intelligent Transportation Systems
    Hirtan, Liviu-Adrian
    Dobre, Ciprian
    Gonzalez-Velez, Horacio
    [J]. SENSORS, 2020, 20 (03)
  • [2] A Blockchain-Based Machine Learning Framework for Edge Services in IIoT
    Tian, Youliang
    Li, Ta
    Xiong, Jinbo
    Bhuiyan, Md Zakirul Alam
    Ma, Jianfeng
    Peng, Changgen
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2022, 18 (03) : 1918 - 1929
  • [3] A Blockchain-based Reputation System for Data Credibility Assessment in Vehicular Networks
    Yang, Zhe
    Zheng, Kan
    Yang, Kan
    Leung, Victor C. M.
    [J]. 2017 IEEE 28TH ANNUAL INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR, AND MOBILE RADIO COMMUNICATIONS (PIMRC), 2017,
  • [4] A Blockchain-based Data Sharing Scheme in The Supply Chain by IIoT
    Wen, Quansi
    Gao, Ying
    Chen, Zhiling
    Wu, Dapeng
    [J]. 2019 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL CYBER PHYSICAL SYSTEMS (ICPS 2019), 2019, : 695 - 700
  • [5] Blockchain-Based Massive Data Dissemination Handling in IIoT Environment
    Kumari, Aparna
    Tanwar, Sudeep
    Tyagi, Sudhanshu
    Kumar, Neeraj
    [J]. IEEE NETWORK, 2021, 35 (01): : 318 - 325
  • [6] Permissioned Blockchain-based Security for IIoT
    Yeasmin, Samira
    Baig, Adeel
    [J]. 2020 IEEE INTERNATIONAL IOT, ELECTRONICS AND MECHATRONICS CONFERENCE (IEMTRONICS 2020), 2020, : 504 - 510
  • [7] The Design of Reputation System for Blockchain-based Federated Learning
    Chen, Xinyan
    Wang, Taotao
    Zhang, Shengli
    [J]. 2021 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND BLOCKCHAIN TECHNOLOGY (AIBT 2021), 2021, : 114 - 120
  • [8] A blockchain-based reputation system for trusted VANET nodes
    Fernandes, Claudio Piccolo
    Montez, Carlos
    Adriano, Daniel Domingos
    Boukerche, Azzedine
    Wangham, Michelle S.
    [J]. AD HOC NETWORKS, 2023, 140
  • [9] Blockchain-based authentication for IIoT devices with PUF
    Li, Dawei
    Chen, Ruonan
    Liu, Di
    Song, Yingxian
    Ren, Yangkun
    Guan, Zhenyu
    Sun, Yu
    Liu, Jianwei
    [J]. JOURNAL OF SYSTEMS ARCHITECTURE, 2022, 130
  • [10] Blockchain-based mobile edge computing system
    Li, Guangshun
    Ren, Xinrong
    Wu, Junhua
    Ji, Wanting
    Yu, Haili
    Cao, Jiabin
    Wang, Ruili
    [J]. INFORMATION SCIENCES, 2021, 561 : 70 - 80