A Comprehensive Survey of Digital Twins and Federated Learning for Industrial Internet of Things (IIoT), Internet of Vehicles (IoV) and Internet of Drones (IoD)
As a result of the advancement in the fourth industrial revolution and communication technology, the use of digital twins (DT) and federated learning (FL) in the industrial Internet of Things (IIoT), the Internet of Vehicles (IoV), and the Internet of Drones (IoD) is increasing. However, the deploym...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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MDPI AG
2022-06-01
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| Series: | Applied System Innovation |
| Subjects: | |
| Online Access: | https://www.mdpi.com/2571-5577/5/3/56 |
| _version_ | 1797490120293613568 |
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| author | Sonain Jamil MuhibUr Rahman Fawad |
| author_facet | Sonain Jamil MuhibUr Rahman Fawad |
| author_sort | Sonain Jamil |
| collection | DOAJ |
| description | As a result of the advancement in the fourth industrial revolution and communication technology, the use of digital twins (DT) and federated learning (FL) in the industrial Internet of Things (IIoT), the Internet of Vehicles (IoV), and the Internet of Drones (IoD) is increasing. However, the deployment of DT and FL for IoV is challenging. In this survey, we focus on DT and FL for IIoT, IoV, and IoD. Initially, we analyzed the existing surveys. In this paper, we present the applications of DT and FL in IIoT, IoV, and IoD. We also present the open research issues and future directions. |
| first_indexed | 2024-03-10T00:27:27Z |
| format | Article |
| id | doaj.art-2b5aa0ce37e746e4a6fb7bfc2f03e311 |
| institution | Directory Open Access Journal |
| issn | 2571-5577 |
| language | English |
| last_indexed | 2024-03-10T00:27:27Z |
| publishDate | 2022-06-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Applied System Innovation |
| spelling | doaj.art-2b5aa0ce37e746e4a6fb7bfc2f03e3112023-11-23T15:31:33ZengMDPI AGApplied System Innovation2571-55772022-06-01535610.3390/asi5030056A Comprehensive Survey of Digital Twins and Federated Learning for Industrial Internet of Things (IIoT), Internet of Vehicles (IoV) and Internet of Drones (IoD)Sonain Jamil0MuhibUr Rahman1Fawad2Department of Electronics Engineering, Sejong University, Seoul 05006, KoreaDepartment of Electrical Engineering, Polytechnique Montreal, Montreal, QC H3T 1J4, CanadaDepartment of Telecommunication Engineering, University of Engineering and Technology, Taxila 47080, PakistanAs a result of the advancement in the fourth industrial revolution and communication technology, the use of digital twins (DT) and federated learning (FL) in the industrial Internet of Things (IIoT), the Internet of Vehicles (IoV), and the Internet of Drones (IoD) is increasing. However, the deployment of DT and FL for IoV is challenging. In this survey, we focus on DT and FL for IIoT, IoV, and IoD. Initially, we analyzed the existing surveys. In this paper, we present the applications of DT and FL in IIoT, IoV, and IoD. We also present the open research issues and future directions.https://www.mdpi.com/2571-5577/5/3/56digital twinsInternet of Vehiclesfederated learningInternet of DronesIndustry 4.0cyber–physical system |
| spellingShingle | Sonain Jamil MuhibUr Rahman Fawad A Comprehensive Survey of Digital Twins and Federated Learning for Industrial Internet of Things (IIoT), Internet of Vehicles (IoV) and Internet of Drones (IoD) Applied System Innovation digital twins Internet of Vehicles federated learning Internet of Drones Industry 4.0 cyber–physical system |
| title | A Comprehensive Survey of Digital Twins and Federated Learning for Industrial Internet of Things (IIoT), Internet of Vehicles (IoV) and Internet of Drones (IoD) |
| title_full | A Comprehensive Survey of Digital Twins and Federated Learning for Industrial Internet of Things (IIoT), Internet of Vehicles (IoV) and Internet of Drones (IoD) |
| title_fullStr | A Comprehensive Survey of Digital Twins and Federated Learning for Industrial Internet of Things (IIoT), Internet of Vehicles (IoV) and Internet of Drones (IoD) |
| title_full_unstemmed | A Comprehensive Survey of Digital Twins and Federated Learning for Industrial Internet of Things (IIoT), Internet of Vehicles (IoV) and Internet of Drones (IoD) |
| title_short | A Comprehensive Survey of Digital Twins and Federated Learning for Industrial Internet of Things (IIoT), Internet of Vehicles (IoV) and Internet of Drones (IoD) |
| title_sort | comprehensive survey of digital twins and federated learning for industrial internet of things iiot internet of vehicles iov and internet of drones iod |
| topic | digital twins Internet of Vehicles federated learning Internet of Drones Industry 4.0 cyber–physical system |
| url | https://www.mdpi.com/2571-5577/5/3/56 |
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