UAV-assisted wireless charging and data processing of power IoT devices

被引:0
|
作者
Lyu, Ting [1 ]
An, Jianwei [1 ]
Li, Meng [1 ]
Liu, Feifei [1 ]
Xu, Haitao [1 ]
机构
[1] Univ Sci & Technol Beijing, Sch Comp & Commun Engn, Beijing 100083, Peoples R China
关键词
Power Internet of Things; Data collection; Resource allocation; UAV; Reinforcement learning; DATA-COLLECTION; ENERGY; OPTIMIZATION; INTERNET; ALLOCATION; NETWORKS; TASK;
D O I
10.1007/s00607-023-01245-y
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
To ensure the reliability and operational efficiency of the grid system, this paper proposes an unmanned aerial vehicle (UAV)-assisted Power Internet of Things (PIoT), which obtains real-time grid data through PIoT devices to support the management optimization of the grid system. Compared with traditional UAV-assisted communication networks, this paper enables data collection and energy transmission services for PIoT devices through UAVs. Firstly, the flight-hover-communication protocol is used. When the UAVs approach the target devices, they stop flying and remain hovering to provide services. The UAV selects full duplex mode in the hovering state, i.e., within the coverage area of the UAV, it can collect data from the target device while providing charging for other devices. Secondly, the UAVs can provide services to the required devices in sequence. Considering the priorities of the devices, both the data queue state and the energy pair state of network devices are considered comprehensively. Therefore, the optimization problem is constructed as a multi-objective optimization problem. First, the multi-objective optimization problem is transformed into a Markov process. Then, a multi-objective dynamic resource allocation algorithm based on reinforcement learning is proposed for solving the multi-objective optimization problem. The simulation results show that the proposed resource allocation scheme can effectively achieve a reasonable allocation of UAV resources, joint multi-objective optimization, and improved system performance.
引用
收藏
页码:789 / 819
页数:31
相关论文
共 50 条
  • [1] UAV-assisted wireless charging and data processing of power IoT devices
    Ting Lyu
    Jianwei An
    Meng Li
    Feifei Liu
    Haitao Xu
    Computing, 2024, 106 : 789 - 819
  • [2] UAV-Assisted Wireless Charging for Energy-Constrained IoT Devices Using Dynamic Matching
    Su, Chunxia
    Ye, Fang
    Wang, Li-Chun
    Wang, Li
    Tian, Yuan
    Han, Zhu
    IEEE INTERNET OF THINGS JOURNAL, 2020, 7 (06): : 4789 - 4800
  • [3] Power Minimization for Data Collection in UAV-Assisted IoT Wireless Sensor Networks
    Tran Anh Kiet
    Cao Xuan Tuan
    Ho Phan Hieu
    Nguyen Thi Le Quyen
    Dang Hoai Phuong
    Vo Trung Hung
    PROCEEDINGS OF THE 2022 16TH INTERNATIONAL CONFERENCE ON UBIQUITOUS INFORMATION MANAGEMENT AND COMMUNICATION (IMCOM 2022), 2022,
  • [4] Massive heterogeneous data collecting in UAV-assisted wireless IoT networks
    Li, Dongji
    Xu, Shaoyi
    Li, Yan
    IET COMMUNICATIONS, 2023, 17 (14) : 1706 - 1720
  • [5] Simultaneous Wireless Information and Power Transfer in UAV-assisted Cellular IoT Networks
    Wang, Xueyuan
    Gursoy, M. Cenk
    Guvenc, Ismail
    2020 IEEE 17TH ANNUAL CONSUMER COMMUNICATIONS & NETWORKING CONFERENCE (CCNC 2020), 2020,
  • [6] UAV-assisted Wireless Power Charging for Efficient Hybrid Coded Edge Computing Network
    Ng, Jer Shyuan
    Ng, Wei Chong
    Lim, Wei Yang Bryan
    Xiong, Zehui
    Niyato, Dusit
    Leung, Cyril
    Miao, Chunyan
    IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC 2022), 2022, : 4037 - 4042
  • [7] Charging Techniques for UAV-Assisted Data Collection: Is Laser Power Beaming the Answer?
    Lahmeri, Mohamed-Amine
    Kishk, Mustafa A.
    Alouini, Mohamed-Slim
    IEEE COMMUNICATIONS MAGAZINE, 2022, 60 (05) : 50 - 56
  • [8] UAV-Assisted Wireless Information and Power Transfer for Self-Sustained IoT Communications
    Prathima, Addanki
    Gurjar, Devendra Singh
    Yadav, Suneel
    Krstic, Dragana
    Milosevic, Nenad
    Jokovic, Jugoslav
    IEEE SENSORS JOURNAL, 2022, 22 (24) : 24593 - 24606
  • [9] UAV-assisted data gathering in wireless sensor networks
    Mianxiong Dong
    Kaoru Ota
    Man Lin
    Zunyi Tang
    Suguo Du
    Haojin Zhu
    The Journal of Supercomputing, 2014, 70 : 1142 - 1155
  • [10] UAV-assisted Efficient Far-field Wireless Charging for WSN
    Zhang, Liyu
    Liu, Xilong
    Ansari, Nirwan
    2022 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM 2022), 2022, : 1734 - 1739