Intelligent Service Migration towards MEC-based IoV Systems

Authors

Sijin Huang, College of Computer and Data Science, Fuzhou University, Fuzhou 350116, China; Key Laboratory of Spatial Data Mining & Information Sharing, Ministry of Education, Fuzhou 350002, China; Fujian Key Laboratory of Network Computing and Intelligent Information Processing (Fuzhou University), Fuzhou 350116, China
Jia Wen, College of Computer and Data Science, Fuzhou University, Fuzhou 350116, China; Key Laboratory of Spatial Data Mining & Information Sharing, Ministry of Education, Fuzhou 350002, China; Fujian Key Laboratory of Network Computing and Intelligent Information Processing (Fuzhou University), Fuzhou 350116, China
Zheyi Chen, College of Computer and Data Science, Fuzhou University, Fuzhou 350116, China; Key Laboratory of Spatial Data Mining & Information Sharing, Ministry of Education, Fuzhou 350002, China; Fujian Key Laboratory of Network Computing and Intelligent Information Processing (Fuzhou University), Fuzhou 350116, China

Abstract

Abstract: To address the problem of QoS degradation during the vehicle movement, a novel service migration via convex-optimization-enabled deep reinforcement learning (SeMiR) method is proposed. The optimization problem is decomposed into two sub-problems and solved separately. For the service migration sub-problem, an improved deep reinforcement learning based service migration method is designed to explore the optimal migration policy. For the resource allocation sub-problem, a convex optimization based resource allocation method is developed to derive the optimal resource allocation for each MEC server under the given migration decisions, thereby improving the performance of service migration. Experimental results show that the SeMiR method can achieve better QoS and superior service migration performance than benchmark methods under various scenarios.

Recommended Citation

Huang, Sijin; Wen, Jia; and Chen, Zheyi (2025) "Intelligent Service Migration towards MEC-based IoV Systems," Journal of System Simulation: Vol. 37: Iss. 2, Article 6.
DOI: 10.16182/j.issn1004731x.joss.23-1142
Available at: https://dc-china-simulation.researchcommons.org/journal/vol37/iss2/6

First Page

379

Last Page

391

CLC

TP393

Recommended Citation

Huang Sijin, Wen Jia, Chen Zheyi. Intelligent Service Migration towards MEC-based IoV Systems[J]. Journal of System Simulation, 2025, 37(2): 379-391.

Corresponding Author

Chen Zheyi

DOI

10.16182/j.issn1004731x.joss.23-1142