JOURNAL ARTICLE

Stochastic Computation Offloading and Trajectory Scheduling for UAV-Assisted Mobile Edge Computing

Jiao ZhangLi ZhouQi TangEdith C.‐H. NgaiXiping HuHaitao ZhaoJibo Wei

Year: 2018 Journal:   IEEE Internet of Things Journal Vol: 6 (2)Pages: 3688-3699   Publisher: Institute of Electrical and Electronics Engineers

Abstract

Unmanned aerial vehicle (UAV) has been witnessed as a promising approach for offering extensive coverage and additional computation capability to smart mobile devices (SMDs), especially in the scenario without available infrastructures. In this paper, a UAV-assisted mobile edge computing system with stochastic computation tasks is investigated. The system aims to minimize the average weighted energy consumption of SMDs and the UAV, subject to the constraints on computation offloading, resource allocation, and flying trajectory scheduling of the UAV. Due to nonconvexity of the problem and the time coupling of variables, a Lyapunov-based approach is applied to analyze the task queue, and the energy consumption minimization problem is decomposed into three manageable subproblems. Furthermore, a joint optimization algorithm is proposed to iteratively solve the problem. Simulation results demonstrate that the system performance obtained by the proposed scheme can outperform the benchmark schemes, and the optimal parameter selections are concluded in the experimental discussion.

Keywords:
Mobile edge computing Computer science Lyapunov optimization Computation offloading Computation Energy consumption Scheduling (production processes) Benchmark (surveying) Mathematical optimization Edge computing Queue Trajectory Real-time computing Distributed computing Server Enhanced Data Rates for GSM Evolution Algorithm Lyapunov equation Lyapunov exponent Artificial intelligence Computer network Mathematics Engineering

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272
Cited By
36.74
FWCI (Field Weighted Citation Impact)
43
Refs
1.00
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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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