Artificial intelligence;
Digital twin;
Machine learning;
Literature review;
Business intelligence;
Data mining;
D O I:
10.1016/j.datak.2024.102304
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
Artificial intelligence and digital twins have become more popular in recent years and have seen usage across different application domains for various scenarios. This study reviews the literature at the intersection of the two fields, where digital twins integrate an artificial intelligence component. We follow a systematic literature review approach, analyzing a total of 149 related studies. In the assessed literature, a variety of problems are approached with an artificial intelligence-integrated digital twin, demonstrating its applicability across different fields. Our findings indicate that there is a lack of in-depth modeling approaches regarding the digital twin, while many articles focus on the implementation and testing of the artificial intelligence component. The majority of publications do not demonstrate a virtual-to-physical connection between the digital twin and the real-world system. Further, only a small portion of studies base their digital twin on real-time data from a physical system, implementing a physical-to-virtual connection.
机构:
Univ Kebangsaan Malaysia, Ctr Software Technol & Management, Bangi, Selangor, MalaysiaUniv Kebangsaan Malaysia, Ctr Software Technol & Management, Bangi, Selangor, Malaysia
Safie, Nurhizam
Rahman, Abdul Hadi Abd
论文数: 0引用数: 0
h-index: 0
机构:
Univ Kebangsaan Malaysia, Ctr Artificial Intelligence Technol, Bangi, Selangor, MalaysiaUniv Kebangsaan Malaysia, Ctr Software Technol & Management, Bangi, Selangor, Malaysia
Rahman, Abdul Hadi Abd
Goudarzi, Shidrokh
论文数: 0引用数: 0
h-index: 0
机构:
Univ Kebangsaan Malaysia, Ctr Artificial Intelligence Technol, Bangi, Selangor, MalaysiaUniv Kebangsaan Malaysia, Ctr Software Technol & Management, Bangi, Selangor, Malaysia
机构:
College of Animal Science and Technology, Northeast Agricultural University, Harbin,150030, China
Key Laboratory of Swine Facilities Engineering, Ministry of Agriculture, ChinaCollege of Animal Science and Technology, Northeast Agricultural University, Harbin,150030, China
Bao, Jun
Xie, Qiuju
论文数: 0引用数: 0
h-index: 0
机构:
College of Electrical and Information, Northeast Agricultural University, Harbin,150030, China
Key Laboratory of Swine Facilities Engineering, Ministry of Agriculture, ChinaCollege of Animal Science and Technology, Northeast Agricultural University, Harbin,150030, China
机构:
Univ Pendidikan Sultan Idris, Fac Sci & Math, Dept Math, Tanjung Malim, Perak, MalaysiaUniv Pendidikan Sultan Idris, Fac Sci & Math, Dept Math, Tanjung Malim, Perak, Malaysia
bin Mohamed, Mohamed Zulhilmi
Hidayat, Riyan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pendidikan Sultan Idris, Fac Sci & Math, Dept Math, Tanjung Malim, Perak, MalaysiaUniv Pendidikan Sultan Idris, Fac Sci & Math, Dept Math, Tanjung Malim, Perak, Malaysia
Hidayat, Riyan
Suhaizi, Nurain Nabilah Binti
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pendidikan Sultan Idris, Fac Sci & Math, Dept Math, Tanjung Malim, Perak, MalaysiaUniv Pendidikan Sultan Idris, Fac Sci & Math, Dept Math, Tanjung Malim, Perak, Malaysia
Suhaizi, Nurain Nabilah Binti
Sabri, Norhafiza Binti Mat
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pendidikan Sultan Idris, Fac Sci & Math, Dept Math, Tanjung Malim, Perak, MalaysiaUniv Pendidikan Sultan Idris, Fac Sci & Math, Dept Math, Tanjung Malim, Perak, Malaysia
Sabri, Norhafiza Binti Mat
bin Mahmud, Muhamad Khairul Hakim
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pendidikan Sultan Idris, Fac Sci & Math, Dept Math, Tanjung Malim, Perak, MalaysiaUniv Pendidikan Sultan Idris, Fac Sci & Math, Dept Math, Tanjung Malim, Perak, Malaysia
bin Mahmud, Muhamad Khairul Hakim
Baharuddin, Siti Nurshafikah Binti
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pendidikan Sultan Idris, Fac Sci & Math, Dept Math, Tanjung Malim, Perak, MalaysiaUniv Pendidikan Sultan Idris, Fac Sci & Math, Dept Math, Tanjung Malim, Perak, Malaysia
机构:
Indian Inst Technol Kanpur, Dept Ind & Management Engn, Kanpur, India
La Trobe Univ, Melbourne, AustraliaIndian Inst Technol Kanpur, Dept Ind & Management Engn, Kanpur, India