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Author:

Chen, Tan (Chen, Tan.) | Tan, Fuxing (Tan, Fuxing.) | Ai, Jiahao (Ai, Jiahao.) | Xiong, Xin (Xiong, Xin.) | Wu, Chenfang (Wu, Chenfang.) | Ren, Xingtian (Ren, Xingtian.)

Indexed by:

CPCI-S EI Scopus

Abstract:

Mobile edge computing (MEC) can enhance application performance effectively by offloading computation tasks to the edge server hosting corresponding service via multi-access wireless networks. However, existing service placement policies are more based on the assumption that application services can be used without restrictions, while ignoring the constraints of software usage by license, which always limits user number, usage periods, etc. To address these challenges, in this paper, we introduce an architecture of digital twin-empowered MEC with good scalability and reliability, formulate an optimal problem by jointly optimizing task offloading and service placement, which takes into account the usage number limitation for one service at the same time. To tackle this mix integer non-linear programming problem (MINLP), we propose a DRL-based algorithm JTOSP to deal with high-dimensional input data from MEC system, and to cope with the stochastic nature in dynamic underlying network efficiently. Numerical experiments are conducted and the simulation results show that our algorithm outperform other algorithms and reduce energy consumption efficiently.

Keyword:

Service placement Mobile edge computing Task offloading Digital Twin

Author Community:

  • [ 1 ] [Chen, Tan]Beijing Univ Technol, Fac Informat Technol, Beijing, Peoples R China
  • [ 2 ] [Tan, Fuxing]Beijing Univ Technol, Fac Informat Technol, Beijing, Peoples R China
  • [ 3 ] [Ai, Jiahao]Beijing Univ Technol, Fac Informat Technol, Beijing, Peoples R China
  • [ 4 ] [Wu, Chenfang]Beijing Univ Technol, Fac Informat Technol, Beijing, Peoples R China
  • [ 5 ] [Ren, Xingtian]Beijing Univ Technol, Fac Informat Technol, Beijing, Peoples R China
  • [ 6 ] [Xiong, Xin]Beijing City Univ, Sch Informat Technol, Beijing, Peoples R China

Reprint Author's Address:

  • [Chen, Tan]Beijing Univ Technol, Fac Informat Technol, Beijing, Peoples R China;;

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Source :

PROCEEDINGS OF THE 2024 3RD INTERNATIONAL CONFERENCE ON NETWORKS, COMMUNICATIONS AND INFORMATION TECHNOLOGY, CNCIT 2024

Year: 2024

Page: 132-137

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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