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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] | Rong, Chunming (Rong, Chunming.) [5]

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EI

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. © 2021, The Author(s).

Keyword:

Antennas Edge computing Genetic algorithms Mobile edge computing Particle swarm optimization (PSO) Quality of service Response time (computer systems) Unmanned aerial vehicles (UAV)

Community:

  • [ 1 ] [Chen, Zheyi]Department of Computer Science, College of Engineering, Mathematics and Physical Sciences, University of Exeter, Exeter; EX4 4QF, United Kingdom
  • [ 2 ] [Zheng, Hongqiang]College of Mathematics and Computer Science, Fuzhou University, Fuzhou; 350116, China
  • [ 3 ] [Zhang, Jianshan]College of Mathematics and Computer Science, Fuzhou University, Fuzhou; 350116, China
  • [ 4 ] [Zheng, Xianghan]College of Mathematics and Computer Science, Fuzhou University, Fuzhou; 350116, China
  • [ 5 ] [Rong, Chunming]Department of Electronic Engineering and Computer Science, University of Stavanger, Stavanger; 4036, Norway

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Peer-to-Peer Networking and Applications

ISSN: 1936-6442

Year: 2022

Issue: 1

Volume: 15

Page: 194-205

4 . 2

JCR@2022

3 . 3 0 0

JCR@2023

ESI HC Threshold:61

JCR Journal Grade:2

CAS Journal Grade:4

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 39

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 2

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