Digital Twin: Current Research Trends and Future Directions

被引:16
|
作者
Alnowaiser, Kholood K. [1 ,2 ]
Ahmed, Moataz A. [1 ,3 ]
机构
[1] King Fahd Univ Petr & Minerals, Dept Informat & Comp Sci, Dhahran 31261, Saudi Arabia
[2] Imam Abdulrahman Bin Faisal Univ, Dept Comp Informat Syst, Dammam 34212, Saudi Arabia
[3] King Fahd Univ Petr & Minerals, Interdisciplinary Res Ctr Intelligent Secure Syst, Dhahran 31261, Saudi Arabia
关键词
Digital twin; Data-driven models; Adaptive models; Closed-loop control systems; Literature review; INDUSTRY; 4.0; NEURAL-NETWORKS; SYSTEMS; DESIGN; MODEL;
D O I
10.1007/s13369-022-07459-0
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Cyber physical systems, as a backbone of the Fourth Industrial Revolution (IR 4.0), and all their enabling technologies introduced a relatively newer concept named the digital twin. The interest in the digital twin technology has been growing in academia and industry. This is evident in the increasing number of published research and patents concerning digital twin development along with their various industrial applications. However, there is no framework that could be used to evaluate current digital twin development techniques available in the literature and, Using the proposed framework, identify corresponding strengths and shortfalls. In this paper, prominent approaches related to the development of digital twin were analyzed. Accordingly, a framework was built to compare between the digital twin approaches in terms of research domains, technologies, and models employed in the digital twin, and validation methods used. Using the proposed framework, gaps and future directions for digital twin research are identified from five aspects: digital twin definitions, applications, integration, modeling, and data.
引用
下载
收藏
页码:1075 / 1095
页数:21
相关论文
共 50 条
  • [1] Digital Twin: Current Research Trends and Future Directions
    Kholood K. Alnowaiser
    Moataz A. Ahmed
    Arabian Journal for Science and Engineering, 2023, 48 : 1075 - 1095
  • [2] Research on the digital economy: Developing trends and future directions
    Okpalaoka, Chijindu Iheanacho
    TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE, 2023, 193
  • [3] Towards a semantic Construction Digital Twin: Directions for future research
    Boje, Calin
    Guerriero, Annie
    Kubicki, Sylvain
    Rezgui, Yacine
    AUTOMATION IN CONSTRUCTION, 2020, 114
  • [4] Current trends and future directions for IP Information research
    List, Jane
    WORLD PATENT INFORMATION, 2018, 52 : A1 - A2
  • [5] Current Trends in SLA Research and Directions for Future Development
    Long, Michael H.
    CHINESE JOURNAL OF APPLIED LINGUISTICS, 2012, 35 (02) : 135 - 152
  • [6] Current trends and future directions in flower development research
    Scutt, Charlie P.
    Vandenbussche, Michiel
    ANNALS OF BOTANY, 2014, 114 (07) : 1399 - 1406
  • [7] Digital Finance and FinTech: current research and future research directions
    Gomber P.
    Koch J.-A.
    Siering M.
    Journal of Business Economics, 2017, 87 (5) : 537 - 580
  • [8] Bibliographic Classification in the Digital Age: Current Trends and Future Directions
    Ullah, Asim
    Khusro, Shah
    Ullah, Irfan
    INFORMATION TECHNOLOGY AND LIBRARIES, 2017, 36 (03) : 48 - 77
  • [9] Initial coin offerings: current trends and future research directions
    Wats S.
    Joshi M.
    Singh S.
    Quality & Quantity, 2024, 58 (2) : 1361 - 1387
  • [10] Acceptability research in school psychology: Current trends and future directions
    Nastasi, BK
    Truscott, SD
    SCHOOL PSYCHOLOGY QUARTERLY, 2000, 15 (02) : 117 - 122