Internet of things (IoT) and big data analytics (BDA) for digital manufacturing (DM)

被引:0
|
作者
Bi, Zhuming [1 ]
Jin, Yan [2 ]
Maropoulos, Paul [2 ]
Zhang, Wen-Jun [3 ]
Wang, Lihui [4 ]
机构
[1] Purdue Univ Ft Wayne, Civil & Mech Engn, 2001 E Coliseum Blvd, Ft Wayne, IN 46805 USA
[2] Queens Univ Belfast, Sch Mech & Aerosp Engn, Belfast, Antrim, North Ireland
[3] Univ Saskatchewan, Dept Mech Engn, Saskatoon, SK, Canada
[4] Kungliga Tekniska Hogskolan, Dept Prod Engn, Skolan Teknikvetenska, Stockholm, Sweden
关键词
Sustainable manufacturing; Internet of things (IoT); big data analytics (BDA); digital manufacturing (DM); cyber-physical systems (CPSs); enterprise architecture (EA); SYSTEM-DESIGN; INDUSTRY; 4.0; FRAMEWORK; TECHNOLOGY; IMPACT;
D O I
10.1080/00207543.2021.1953181
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper aims to investigate the impact of enterprise architecture (EA) on system capabilities in dealing with changes and uncertainties in globalised business environments. Enterprise information systems are viewed as information systems to acquire, process, and utilise data in decision-making supports at all levels and domains of businesses, and Internet of things (IoT), big data analytics (BDA), and digital manufacturing (DM) are introduced as representative enabling technologies for data collection, processing, and utilisation in manufacturing applications. The historical development of manufacturing technologies is examined to understand the evolution of system paradigms. The Shannon entropy is adopted to measure the complexity of systems and illustrate the roles of EAs in managing system complexity and achieving system stability in the long term. It is our argument that existing EAs sacrifice system flexibility, resilience, and adaptability for the reduction of system complexity; note that higher adaptability is critical to make a manufacturing system successfully. New EA is proposed to maximise system capabilities for higher flexibility, resilience, and adaptability. The potentials of the proposed EA to modern manufacturing are explored to identify critical research topics with illustrative examples from an application perspective.
引用
收藏
页码:4004 / 4021
页数:18
相关论文
共 50 条
  • [1] Incentive Mechanisms for Big Data Analytics in the Internet of Things (IoT)
    Fu, Xiaoyuan
    Wang, Jingyu
    Qi, Qi
    Liao, Jianxin
    [J]. AD HOC & SENSOR WIRELESS NETWORKS, 2019, 45 (1-2) : 93 - 115
  • [2] Configuring The Internet of Things (IoT): A Review and Implications for Big Data Analytics
    Williams, Susan P.
    Hardy, Catherine A.
    Nitschke, Patrick
    [J]. PROCEEDINGS OF THE 52ND ANNUAL HAWAII INTERNATIONAL CONFERENCE ON SYSTEM SCIENCES, 2019, : 5848 - 5857
  • [3] Big data analytics for manufacturing internet of things: opportunities, challenges and enabling technologies
    Dai, Hong-Ning
    Wang, Hao
    Xu, Guangquan
    Wan, Jiafu
    Imran, Muhammad
    [J]. ENTERPRISE INFORMATION SYSTEMS, 2020, 14 (9-10) : 1279 - 1303
  • [4] The role of big data analytics in Internet of Things
    Ahmed, Ejaz
    Yaqoob, Ibrar
    Hashem, Ibrahim Abaker Targio
    Khan, Imran
    Ahmed, Abdelmuttlib Ibrahim Abdalla
    Imran, Muhammad
    Vasilakos, Athanasios V.
    [J]. COMPUTER NETWORKS, 2017, 129 : 459 - 471
  • [5] Internet of Things and Big Data Analytics for Risk Management in Digital Tourism Ecosystems
    Popova, Petya
    Marinova, Kremena
    Popov, Veselin
    [J]. RISKS, 2023, 11 (10)
  • [6] Barriers to big data analytics (BDA) implementation in manufacturing supply chains
    Dehkhodaei, Amirhossein
    Amiri, Bahar
    Farsijani, Hasan
    Raad, Abbas
    [J]. JOURNAL OF MANAGEMENT ANALYTICS, 2023, 10 (01) : 191 - 222
  • [7] RETRACTED ARTICLE: Urbanization Based on IoT Using Big Data Analytics the Impact of Internet of Things and Big Data in Urbanization
    Jinjin Guo
    Runzong Liu
    Daoping Cheng
    A. Shanthini
    Thanjai Vadivel
    [J]. Arabian Journal for Science and Engineering, 2023, 48 : 4147 - 4147
  • [8] A Big Data Analytics Architecture for the Internet of Small Things
    Gohar, Moneeb
    Ahmed, Syed Hassan
    Khan, Murad
    Guizani, Nadra
    Ahmed, Awais
    Rahman, Arif Ur
    [J]. IEEE COMMUNICATIONS MAGAZINE, 2018, 56 (02) : 128 - 133
  • [9] The role of big data analytics in industrial Internet of Things
    Rehman, Muhammad Habib Ur
    Yaqoob, Ibrar
    Salah, Khaled
    Imran, Muhammad
    Jayaraman, Prem Prakash
    Perera, Charith
    [J]. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2019, 99 : 247 - 259
  • [10] Simulation of Internet of Things Network for Big Data Analytics
    Manujakshi, B. C.
    Ramesh, K. B.
    Garg, Lalit
    Shashidhar, T. M.
    [J]. INFORMATION SYSTEMS AND MANAGEMENT SCIENCE, ISMS 2021, 2023, 521 : 37 - 48