JOURNAL ARTICLE

Distributed Hybrid Task Offloading in Mobile-Edge Computing: A Potential Game Scheme

Zhaocheng NiuHui LiuYiming GeJunzhao Du

Year: 2024 Journal:   IEEE Internet of Things Journal Vol: 11 (10)Pages: 18698-18710   Publisher: Institute of Electrical and Electronics Engineers

Abstract

Mobile edge computing introduces a novel computing paradigm for mobile devices, reducing execution latency and energy consumption by offloading tasks to edge servers or other idle mobile devices. In this paper, we consider the utility optimization problem of two typical computing tasks, latency-sensitive tasks and latency-tolerant tasks, among multiple mobile devices and base stations. Mobile devices can choose three computing modes to optimize utility: local computing, task allocation to base stations, and task allocation to other mobile devices through device-to-device communication. To address this problem, we formalize it as a potential game for multi-mobile device multi-base station task offloading. Furthermore, we prove the existence of a Nash equilibrium for the modeled potential game and propose a task allocation scheme for hybrid tasks. This scheme maximizes both energy consumption utility and task execution utility by optimizing task offloading mode selection and task execution order scheduling. Simulation results show that our proposed scheme can substantially enhance user utility and has good scalability with the increase of mobile devices.

Keywords:
Computer science Mobile edge computing Scheme (mathematics) Potential game Distributed computing Task (project management) Mobile computing Edge computing Game theory Computer network Enhanced Data Rates for GSM Evolution Nash equilibrium Server Telecommunications Mathematical optimization

Metrics

19
Cited By
15.90
FWCI (Field Weighted Citation Impact)
42
Refs
0.98
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

IoT and Edge/Fog Computing
Physical Sciences →  Computer Science →  Computer Networks and Communications
Cloud Computing and Resource Management
Physical Sciences →  Computer Science →  Information Systems

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