Mobility and Privacy-aware Computation Offloading with Energy Harvesting in MEC-enabled Networks

Jing Bi, Siyu Niu, Haitao Yuan, Jiahui Zhai, Jia Zhang, Meng Chu Zhou

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Many new IoT applications have emerged with the fast evolution of 5G and the Internet of Things (IoT). These applications place higher demands on network energy consumption and processing capabilities. Mobile edge computing (MEC) significantly enhances execution efficiency, while energy harvesting (EH) modules further augment the operational features of IoT devices. However, existing studies mainly concentrate on energy consumption and latency problems, often neglecting issues about user mobility and potential privacy leakage within the MEC environment. Therefore, optimizing computation offloading and resource allocation for MEC-enabled IoT networks is essential. This work proposes an innovative architecture with EH for collaborative computing between multiple mobile devices (MDs) and MEC servers. To tackle the problem, this work also proposes an advanced hybrid algorithm named Self-adaptive Bat Optimizer with Genetic operations and individual update of Grey wolf optimizer (SBG2). With SBG2, this work aims to minimize the energy consumption of MDs while providing user mobility and privacy protection. Simulation experiments show that SBG2 reduces energy consumption by 79.15%, 93.20%, and 89.58%, respectively, compared to the other three typical algorithms.

Original languageEnglish (US)
Title of host publication2024 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2024 - Proceedings
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages3553-3558
Number of pages6
ISBN (Electronic)9781665410205
DOIs
StatePublished - 2024
Event2024 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2024 - Kuching, Malaysia
Duration: Oct 6 2024Oct 10 2024

Publication series

NameConference Proceedings - IEEE International Conference on Systems, Man and Cybernetics
ISSN (Print)1062-922X

Conference

Conference2024 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2024
Country/TerritoryMalaysia
CityKuching
Period10/6/2410/10/24

All Science Journal Classification (ASJC) codes

  • Electrical and Electronic Engineering
  • Control and Systems Engineering
  • Human-Computer Interaction

Keywords

  • computation offloading
  • energy harvesting
  • location privacy
  • meta-heuristic algorithms
  • Mobile edge computing

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