A Tensor-Train-Based P2 Blockchain for Internet of Things Services

被引:0
|
作者
Wang, Xiaokang [1 ,2 ]
Yang, Laurence T. [3 ]
Huo, Dongdong [4 ]
Ren, Lei [5 ]
Deen, M. Jamal [6 ]
机构
[1] Hainan Univ, Sch Comp Sci & Technol, Haikou 570228, Peoples R China
[2] St Francis Xavier Univ, Dept Comp Sci, Antigonish, NS B2G 2W5, Canada
[3] Zhengzhou Univ, Sch Comp & Artificial Intelligence, Zhengzhou 450001, Peoples R China
[4] Univ Chinese Acad Sci, Sch Cyber Secur, Beijing 100049, Peoples R China
[5] Beihang Univ, Sch Automat Sci & Elect Engn, Beijing 100191, Peoples R China
[6] McMaster Univ, Dept Elect & Comp Engn, Hamilton, ON L8S 4K1, Canada
来源
IEEE INTERNET OF THINGS JOURNAL | 2024年 / 11卷 / 11期
基金
美国国家科学基金会;
关键词
Tensors; Blockchains; Internet of Things; Big Data; Data integration; Cloud computing; Real-time systems; Big data; Internet of Things (IoT); Permissioned-Private (P-2) blockchain; tensor-train (TT);
D O I
10.1109/JIOT.2024.3364528
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Internet of Things (IoT), is the comprehensive interconnection systems of computational, networking, and physical devices with the important goal of providing proactive and personalized services efficiently. The foundation of such services is big data integration and processing among various devices, which brings important challenges, including data fusion, transferring, and sharing of computational results. On the other hand, decentralized blockchain platforms provide novel technologies for reliable IoT data integration and processing. In addition, to facilitate decentralization and distribution of IoT big data, tensor-train (TT), as a tensor decomposition method, can play a vital role. Therefore, in this article, a TT-based Permissioned-Private (P-2) blockchain is proposed to realize the organization, integration, sharing, and applications of IoT data for intelligent IoT services. To demonstrate the performance of the proposed method, case studies with IoT data are carried out on the permissioned-private chain platform to measure its performance.
引用
收藏
页码:19394 / 19405
页数:12
相关论文
共 50 条
  • [41] Blockchain-based Zero Trust Cybersecurity in the Internet of Things
    Li, Shancang
    Nepal, Surya
    Tryfonas, Theo
    Li, Hongwei
    ACM TRANSACTIONS ON INTERNET TECHNOLOGY, 2023, 23 (03)
  • [42] Video streaming system based on Internet of media things and blockchain
    Kim, Sang-Kyun
    2019 INTERNATIONAL SYMPOSIUM ON MULTIMEDIA AND COMMUNICATION TECHNOLOGY (ISMAC), 2019,
  • [43] Data Security Storage Model of the Internet of Things Based on Blockchain
    Wang, Pingshui
    Susilo, Willy
    COMPUTER SYSTEMS SCIENCE AND ENGINEERING, 2021, 36 (01): : 213 - 224
  • [44] Development of a blockchain-based marketplace for the Internet of Things data
    Sanchez, Luis
    Lanza, Jorge
    Gonzalez, Ivan
    Santana, Juan Ramon
    Sotres, Pablo
    ICT EXPRESS, 2023, 9 (04): : 628 - 634
  • [45] Authentication scheme for industrial Internet of things based on DAG blockchain
    Tang Fei
    Dong Kun
    Ye Zhangtao
    Ling Guowei
    TheJournalofChinaUniversitiesofPostsandTelecommunications, 2021, 28 (06) : 1 - 12
  • [46] Blockchain-Based Security Aspects in Internet of Things Network
    Pohrmen, Fabiola Hazel
    Das, Rohit Kumar
    Khongbuh, Wanbanker
    Saha, Goutam
    ADVANCED INFORMATICS FOR COMPUTING RESEARCH, PT II, 2019, 956 : 346 - 357
  • [47] A Blockchain-based Security Approach Architecture for the Internet of Things
    Zhang, Han
    Lang, Weimin
    Liu, Chengming
    Zhang, Bingpeng
    PROCEEDINGS OF 2020 IEEE 4TH INFORMATION TECHNOLOGY, NETWORKING, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (ITNEC 2020), 2020, : 310 - 313
  • [48] A District Energy Management Approach Based on Internet of Things and Blockchain
    Olivieri, Giuseppe
    Volpe, Gaetano
    Mangini, Agostino Marcello
    Fanti, Maria Pia
    2022 IEEE INTL CONF ON DEPENDABLE, AUTONOMIC AND SECURE COMPUTING, INTL CONF ON PERVASIVE INTELLIGENCE AND COMPUTING, INTL CONF ON CLOUD AND BIG DATA COMPUTING, INTL CONF ON CYBER SCIENCE AND TECHNOLOGY CONGRESS (DASC/PICOM/CBDCOM/CYBERSCITECH), 2022, : 354 - 359
  • [49] Blockchain-based Trust Management in Social Internet of Things
    Amiri-Zarandi, Mohammad
    Dara, Rozita A.
    2020 IEEE INTL CONF ON DEPENDABLE, AUTONOMIC AND SECURE COMPUTING, INTL CONF ON PERVASIVE INTELLIGENCE AND COMPUTING, INTL CONF ON CLOUD AND BIG DATA COMPUTING, INTL CONF ON CYBER SCIENCE AND TECHNOLOGY CONGRESS (DASC/PICOM/CBDCOM/CYBERSCITECH), 2020, : 49 - 54
  • [50] An Efficient SDFRM Security System for Blockchain Based Internet of Things
    Mannayee, Vivekraj
    Ramanathan, Thirumalai
    INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2023, 35 (02): : 1545 - 1563