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Joint Multi-Domain Resource Allocation and Trajectory Optimization in UAV-Assisted Maritime IoT Networks
Qian Liping1; Zhang Hongsen1; Wang Qian1; Wu Yuan2,3; Lin Bin4,5
2023
Source PublicationIEEE Internet of Things Journal
ISSN2327-4662
Volume10Issue:1Pages:539-552
Abstract

The integration of Maritime Internet of Things (M-IoT) technology and unmanned aerial/surface vehicles (UAVs/USVs) has been emerging as a promising navigational information technique in intelligent ocean systems. In this article, we consider the UAV-assisted M-IoT network where USVs offload computation-intensive maritime tasks via non-orthogonal multiple access (NOMA) to the UAV equipped with the mobile-edge computing (MEC) server subject to the UAV mobility. To improve the energy efficiency of offloading transmission and workload computation, we focus on minimizing the total energy consumption by jointly optimizing the USVs' offloaded workload, transmit power, computation resource allocation, as well as the UAV trajectory subject to the USVs' latency requirements. Despite the nature of mixed discrete and non-convex programming of the formulated problem, we exploit the vertical decomposition and propose a two-layered algorithm for solving it efficiently. Specifically, the top-layered algorithm is proposed to solve the problem of optimizing the UAV trajectory based on the idea of deep reinforcement learning (DRL), and the underlying algorithm is proposed to optimize the underlying multidomain resource allocation problem based on the idea of the Lagrangian multiplier method. Numerical results are provided to validate the effectiveness of our proposed algorithms as well as the performance advantage of NOMA-enabled computation offloading in terms of overall energy consumption.

KeywordMaritime Internet Of Things (M-iot) Mobile-edge Computing (Mec) Multidomain Resource Allocation Non-orthogonal Multiple Access (Noma) Unmanned Aerial Vehicle (Uav) Trajectory Optimization
DOI10.1109/JIOT.2022.3201017
URLView the original
Indexed BySCIE
Language英語English
WOS Research AreaComputer Science ; Engineering ; Telecommunications
WOS SubjectComputer Science, Information Systems ; Engineering, Electrical & Electronic ; Telecommunications
WOS IDWOS:000911309300040
PublisherInstitute of Electrical and Electronics Engineers Inc.
Scopus ID2-s2.0-85137587517
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Citation statistics
Document TypeJournal article
CollectionTHE STATE KEY LABORATORY OF INTERNET OF THINGS FOR SMART CITY (UNIVERSITY OF MACAU)
Affiliation1.Zhejiang University of Technology, College of Information Engineering, Hangzhou, 310023, China
2.University of Macau, State Key Laboratory of Internet of Things for Smart City, The Department of Computer Information Science, Macau, Macao
3.Zhuhai Um Science and Technology Research Institute, Zhuhai, 519031, China
4.Dalian Maritime University, Department of Communication Engineering, Dalian, 116026, China
5.Peng Cheng Laboratory, Network Communication Research Centre, Shenzhen, 518052, China
Recommended Citation
GB/T 7714
Qian Liping,Zhang Hongsen,Wang Qian,et al. Joint Multi-Domain Resource Allocation and Trajectory Optimization in UAV-Assisted Maritime IoT Networks[J]. IEEE Internet of Things Journal, 2023, 10(1), 539-552.
APA Qian Liping., Zhang Hongsen., Wang Qian., Wu Yuan., & Lin Bin (2023). Joint Multi-Domain Resource Allocation and Trajectory Optimization in UAV-Assisted Maritime IoT Networks. IEEE Internet of Things Journal, 10(1), 539-552.
MLA Qian Liping,et al."Joint Multi-Domain Resource Allocation and Trajectory Optimization in UAV-Assisted Maritime IoT Networks".IEEE Internet of Things Journal 10.1(2023):539-552.
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