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Energy-optimized and Delay-ensured Task Offloading in High-mobility Vehicle Edge Computing Networks

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

Abstract

The rapid growth of the Internet of Vehicles and connected devices has intensified demands for data processing in intelligent transportation systems. While vehicles possess limited onboard computational resources, Vehicular Edge Computing (VEC) networks leverage edge servers to reduce energy consumption and meet latency requirements for delay-sensitive tasks. However, high vehicle mobility poses a significant challenge to effective resource allocation. Most existing studies focus on offloading strategies while overlooking the impact of vehicle mobility. This work formulates a constrained single-objective optimization problem and proposes a hybrid metaheuristic algorithm-Genetic Simulated Annealing Particle Swarm Optimization (GSPSO)-to obtain near-optimal solutions. Experimental results show that GSPSO effectively minimizes energy consumption, achieving reductions of 47.84% and 97.95% compared to Genetic Algorithm and Simulated Annealing Particle Swarm Optimization, respectively.

Original languageEnglish (US)
Title of host publicationProceedings - 2025 International Conference on Networking, Sensing and Control, ICNSC 2025
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages465-470
Number of pages6
ISBN (Electronic)9798331597498
DOIs
StatePublished - 2025
Event2025 International Conference on Networking, Sensing and Control, ICNSC 2025 - Oulu, Finland
Duration: Oct 1 2025Oct 3 2025

Publication series

NameProceedings - 2025 International Conference on Networking, Sensing and Control, ICNSC 2025

Conference

Conference2025 International Conference on Networking, Sensing and Control, ICNSC 2025
Country/TerritoryFinland
CityOulu
Period10/1/2510/3/25

All Science Journal Classification (ASJC) codes

  • Artificial Intelligence
  • Computer Networks and Communications
  • Control and Optimization
  • Modeling and Simulation
  • Sensory Systems
  • Instrumentation

Keywords

  • Cloud computing
  • edge computing
  • energy optimization
  • particle swarm optimization
  • simulated annealing

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