JOURNAL ARTICLE

Computation Offloading and Resource Allocation For Cloud Assisted Mobile Edge Computing in Vehicular Networks

Junhui ZhaoQiuping LiYi GongKe Zhang

Year: 2019 Journal:   IEEE Transactions on Vehicular Technology Vol: 68 (8)Pages: 7944-7956   Publisher: Institute of Electrical and Electronics Engineers

Abstract

Computation offloading services provide required computing resources for vehicles with computation-intensive tasks. Past computation offloading research mainly focused on mobile edge computing (MEC) or cloud computing, separately. This paper presents a collaborative approach based on MEC and cloud computing that offloads services to automobiles in vehicular networks. A cloud-MEC collaborative computation offloading problem is formulated through jointly optimizing computation offloading decision and computation resource allocation. Since the problem is non-convex and NP-hard, we propose a collaborative computation offloading and resource allocation optimization (CCORAO) scheme, and design a distributed computation offloading and resource allocation algorithm for CCORAO scheme that achieves the optimal solution. The simulation results show that the proposed algorithm can effectively improve the system utility and computation time, especially for the scenario where the MEC servers fail to meet demands due to insufficient computation resources.

Keywords:
Computation offloading Cloud computing Computer science Mobile edge computing Server Resource allocation Computation Distributed computing Mobile cloud computing Edge computing Utility computing Enhanced Data Rates for GSM Evolution Computer network Algorithm Cloud computing security Operating system Artificial intelligence

Metrics

772
Cited By
85.82
FWCI (Field Weighted Citation Impact)
43
Refs
1.00
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
Blockchain Technology Applications and Security
Physical Sciences →  Computer Science →  Information Systems
Privacy-Preserving Technologies in Data
Physical Sciences →  Computer Science →  Artificial Intelligence

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