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author:

Chen, Zheyi (Chen, Zheyi.) [1] | Zheng, Hongqiang (Zheng, Hongqiang.) [2] | Zhang, Jianshan (Zhang, Jianshan.) [3] | Zheng, Xianghan (Zheng, Xianghan.) [4] (Scholars:郑相涵) | Rong, Chunming (Rong, Chunming.) [5]

Indexed by:

EI SCIE

Abstract:

The combination of unmanned aerial vehicles (UAVs) and mobile edge computing (MEC) technology breaks through the limitations of traditional terrestrial communications. The effective line-of-sight channel provided by UAVs can greatly improve the communication quality between edge servers and mobile devices (MDs). To further enhance the Quality-of-Service (QoS) of MEC systems, a multi-UAV-enabled MEC system model is designed. In the proposed model, UAVs are regarded as edge servers to offer computing services for MDs, aiming to minimize the average task response time by jointly optimizing UAV deployment and computation offloading. Based on the problem definition, a two-layer joint optimization method (PSO-GA-G) is proposed. First, the outer layer utilizes a Particle Swarm Optimization algorithm combined with Genetic Algorithm operators (PSO-GA) to optimize UAV deployment. Next, the inner layer adopts a greedy algorithm to optimize computation offloading. The extensive simulation experiments verify the feasibility and effectiveness of the proposed PSO-GA-G. The results show that the PSO-GA-G can achieve a lower average task response time than the other three baselines.

Keyword:

Computation offloading Genetic algorithm Greedy algorithm Mobile edge computing Particle swarm optimization Unmanned aerial vehicle deployment

Community:

  • [ 1 ] [Chen, Zheyi]Univ Exeter, Dept Comp Sci, Coll Engn Math & Phys Sci, Exeter EX4 4QF, Devon, England
  • [ 2 ] [Zheng, Hongqiang]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350116, Peoples R China
  • [ 3 ] [Zhang, Jianshan]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350116, Peoples R China
  • [ 4 ] [Zheng, Xianghan]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350116, Peoples R China
  • [ 5 ] [Rong, Chunming]Univ Stavanger, Dept Elect Engn & Comp Sci, N-4036 Stavanger, Norway

Reprint 's Address:

  • [Chen, Zheyi]Univ Exeter, Dept Comp Sci, Coll Engn Math & Phys Sci, Exeter EX4 4QF, Devon, England

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Source :

PEER-TO-PEER NETWORKING AND APPLICATIONS

ISSN: 1936-6442

Year: 2021

Issue: 1

Volume: 15

Page: 194-205

3 . 4 8 8

JCR@2021

3 . 3 0 0

JCR@2023

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:106

JCR Journal Grade:2

CAS Journal Grade:3

Cited Count:

WoS CC Cited Count: 54

SCOPUS Cited Count: 39

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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