JOURNAL ARTICLE

UDCO-SAGiMEC: Joint UAV Deployment and Computation Offloading for Space–Air–Ground Integrated Mobile Edge Computing

Y. T. XuFukang DengJianshan Zhang

Year: 2023 Journal:   Mathematics Vol: 11 (18)Pages: 4014-4014   Publisher: Multidisciplinary Digital Publishing Institute

Abstract

Computation-intensive applications offloading is challenging, especially in the designated regions where communication infrastructure is absent or compromised. In this paper, we present a Space–Air–Ground integrated Mobile Edge Computing (SAGiMEC) system for these regions to provide quality computational services, where the unmanned aerial vehicles (UAVs) act as in-fight edge servers to provide low-latency edge computing and the satellite provides resident cloud computing. A joint optimization problem is formulated considering UAV deployment, ground device (GD) access, and computation offloading to minimize the system average response latency. To cope with the problem’s complexity, we propose a Particle Swarm Optimization (PSO) and Greedy Strategy (GS)-based algorithm (PSO&GS) to obtain an approximate optimal solution. Extensive simulations validate the convergence of the proposed algorithm. Numerical results show that the proposed approach has excellent convergence, and the system average response latency is about 0.65x–0.85x that of the benchmark algorithm.

Keywords:
Computation offloading Computer science Software deployment Particle swarm optimization Edge computing Server Mobile edge computing Benchmark (surveying) Computation Cloud computing Latency (audio) Distributed computing Optimization problem Greedy algorithm Enhanced Data Rates for GSM Evolution Mathematical optimization Real-time computing Algorithm Computer network Mathematics Telecommunications

Metrics

6
Cited By
3.12
FWCI (Field Weighted Citation Impact)
33
Refs
0.91
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

UAV Applications and Optimization
Physical Sciences →  Engineering →  Aerospace Engineering
IoT and Edge/Fog Computing
Physical Sciences →  Computer Science →  Computer Networks and Communications
Advanced Neural Network Applications
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
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