JOURNAL ARTICLE

An Efficient Distributed Task Offloading Scheme for Vehicular Edge Computing Networks

Muhammad Saleh ButePingzhi FanLi ZhangFakhar Abbas

Year: 2021 Journal:   IEEE Transactions on Vehicular Technology Vol: 70 (12)Pages: 13149-13161   Publisher: Institute of Electrical and Electronics Engineers

Abstract

With the recent advancement of vehicular ad-hoc networks (VANETs) or the internet of vehicles (IoVs), vehicles are getting more powerful and generating huge amount of traffic data, including computation-intensive and delay-sensitive applications in the vehicular edge computing (VEC) networks, which are difficult to be processed by an individual vehicular node. These resource-demanding tasks can be transferred to another vehicular node with idle computing resources for processing. Due to high mobility and limited resources of vehicular nodes, it is challenging to execute lengthy computation-intensive tasks until completion within the delay constraint. There is a need to provide an efficient task offloading strategies to support these applications. In this paper, an efficient distributed task offloading scheme is proposed to select nearby vehicles with idle computing resources, to process the tasks in parallel by considering some vital metrics, including link reliability, distance, available computing resources, and relative velocity. In order to complete the lengthy computation-intensive tasks in vehicular edge computing networks, a task is divided into several subtasks before offloading. The performance of the proposed scheme is evaluated in several VEC network conditions. Results show that the proposed computation task offloading scheme achieves better performance in latency, throughput, resource utilization and packet delivery ratio than the existing schemes.

Keywords:
Computer science Edge computing Distributed computing Computer network Vehicular ad hoc network Computation offloading Node (physics) Network packet Enhanced Data Rates for GSM Evolution Throughput Task (project management) Computation Wireless ad hoc network Wireless Engineering

Metrics

70
Cited By
7.29
FWCI (Field Weighted Citation Impact)
35
Refs
0.97
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
Vehicular Ad Hoc Networks (VANETs)
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Privacy-Preserving Technologies in Data
Physical Sciences →  Computer Science →  Artificial Intelligence

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