Digital Twin-Aided Intelligent Offloading With Edge Selection in Mobile Edge Computing
In this letter, we study a mobile edge computing (MEC) architecture with the assistance of digital twin (DT) applied for industrial automation where multiple Internet-of-Things (IoT) devices intelligently offload computing tasks to multiple MEC servers to reduce end-to-end latency. To do so, first w...
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Published in | IEEE wireless communications letters Vol. 11; no. 4; pp. 806 - 810 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
Published |
Piscataway
IEEE
01.04.2022
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subjects | |
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Abstract | In this letter, we study a mobile edge computing (MEC) architecture with the assistance of digital twin (DT) applied for industrial automation where multiple Internet-of-Things (IoT) devices intelligently offload computing tasks to multiple MEC servers to reduce end-to-end latency. To do so, first we propose and formulate a practical end-to-end latency minimization problem in the DT-assisted MEC model subject to the constraints of quality-of-services and computation resource at the IoT devices and MEC servers in industrial IoT networks. Then, we solve the proposed latency minimization problem by iteratively optimizing the transmit power of IoT devices, user association, intelligent task offloading, and estimated CPU processing rate of the devices. Finally, simulation results are conducted to prove the effectiveness of the proposed method in terms of the latency performance compared with some conventional methods. |
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AbstractList | In this letter, we study a mobile edge computing (MEC) architecture with the assistance of digital twin (DT) applied for industrial automation where multiple Internet-of-Things (IoT) devices intelligently offload computing tasks to multiple MEC servers to reduce end-to-end latency. To do so, first we propose and formulate a practical end-to-end latency minimization problem in the DT-assisted MEC model subject to the constraints of quality-of-services and computation resource at the IoT devices and MEC servers in industrial IoT networks. Then, we solve the proposed latency minimization problem by iteratively optimizing the transmit power of IoT devices, user association, intelligent task offloading, and estimated CPU processing rate of the devices. Finally, simulation results are conducted to prove the effectiveness of the proposed method in terms of the latency performance compared with some conventional methods. |
Author | Dobre, Octavia A. Canberk, Berk Duong, Trung Q. Do-Duy, Tan Van Huynh, Dang |
Author_xml | – sequence: 1 givenname: Tan orcidid: 0000-0002-0751-7163 surname: Do-Duy fullname: Do-Duy, Tan email: tandd@hcmute.edu.vn organization: Ho Chi Minh City University of Technology and Education, Ho Chi Minh City, Vietnam – sequence: 2 givenname: Dang orcidid: 0000-0002-2314-4934 surname: Van Huynh fullname: Van Huynh, Dang email: dhuynh01@qub.ac.uk organization: Queen's University Belfast, Belfast, U.K – sequence: 3 givenname: Octavia A. orcidid: 0000-0001-8528-0512 surname: Dobre fullname: Dobre, Octavia A. email: odobre@mun.ca organization: Department of Electrical and Computer Engineering, Memorial University, St. John's, NL, Canada – sequence: 4 givenname: Berk orcidid: 0000-0001-6472-1737 surname: Canberk fullname: Canberk, Berk email: canberk@itu.edu.tr organization: Department of Computer Engineering, Istanbul Technical University, Istanbul, Turkey – sequence: 5 givenname: Trung Q. orcidid: 0000-0002-4703-4836 surname: Duong fullname: Duong, Trung Q. email: trung.q.duong@qub.ac.uk organization: Queen's University Belfast, Belfast, U.K |
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SubjectTerms | Computation offloading Computational modeling Constraint modelling Digital twin Digital twins Edge computing Internet of Things IoT Mobile computing Mobile edge computing Multi-access edge computing Network latency Optimization Quality of service Resource management Servers Task analysis |
Title | Digital Twin-Aided Intelligent Offloading With Edge Selection in Mobile Edge Computing |
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