Optimizing UAV-assisted IoT sensor networks: A multi-objective approach to data collection and routing

被引：0
|
作者：
Mohammed, Yasir I. [1 ]
Hassan, Rosilah [1 ]
Hasan, Mohammad Kamrul [1 ]
Abbas, Huda Saleh [2 ]
Khan, Muhammad Attique [3 ,6 ]
Baili, Jamel [4 ]
Gupta, Deepak [5 ,7 ]
机构：
[1] Center for Cyber Security, Faculty of information Science and Technology, Universiti Kebangsaan Malaysia (UKM), Bangi,43600, Malaysia
[2] Department of Computer Science, College of Computer Science and Engineering, Taibah University, Saudi Arabia
[3] Department of Computer Science and Engineering, College of Informatics, Korea University, 145 Anam-ro, Seongbuk-gu, Seoul,02841, Korea, Republic of
[4] Department of Computer Engineering, College of Computer Science, King Khalid University, Abha,61413, Saudi Arabia
[5] Maharaja Agrasen Institute of Technology, Delhi, India
[6] Department of AI, College of Computer Engineering and Science, Prince Mohammad Bin Fahd University, Saudi Arabia
[7] Centre for Research Impact & Outcome, Chitkara University Institute of Engineering and Technology, Chitkara University, Punjab, India
来源：
Alexandria Engineering Journal | 2025年 / 115卷
关键词：
D O I：
10.1016/j.aej.2024.12.018
中图分类号：
V27 [各类型航空器];
学科分类号：
082503 ;
摘要：
Unmanned Aerial Vehicles (UAVs) are powerful tools for data gathering in IoT sensor networks, enhancing efficiency in challenging environments. This research proposes an optimized UAV deployment and data routing approach, addressing energy use, coverage, and communication delays. The study guarantees comprehensive coverage and effective data management by employing sophisticated optimisation methodologies. The solution achieves significant energy savings, reduced latency, and improved performance, offering a robust framework for large-scale IoT applications like agriculture, disaster response, and environmental monitoring. © 2024 The Authors
引用
收藏
页码：47 / 56
相关论文
共 50 条
  • [1] Global Path Planning for Multi-objective UAV-Assisted Sensor Data Collection: A DRL Approach
    Zhang, Rongtao
    Hao, Jie
    Wang, Ran
    Wang, Hui
    Deng, Hai
    Lu, Shifang
    WEB AND BIG DATA. APWEB-WAIM 2022 INTERNATIONAL WORKSHOPS, KGMA 2022, SEMIBDMA 2022, DEEPLUDA 2022, 2023, 1784 : 163 - 174
  • [2] 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,
  • [3] Maximizing data gathering and energy efficiency in UAV-assisted IoT: A multi-objective optimization approach
    Liu, Lingling
    Wang, Aimin
    Sun, Geng
    Li, Jiahui
    COMPUTER NETWORKS, 2023, 235
  • [4] Multi-objective Global Path Planning for UAV-assisted Sensor Data Collection Using DRL and Transformer
    Zhang, Rongtao
    Hao, Jie
    Wang, Ran
    Deng, Hai
    Wang, Hui
    WEB AND BIG DATA, PT II, APWEB-WAIM 2022, 2023, 13422 : 492 - 500
  • [5] A Multi-objective Approach for Data Collection in Wireless Sensor Networks
    Caillouet, Christelle
    Li, Xu
    Razafindralambo, Tahiry
    AD-HOC, MOBILE, AND WIRELESS NETWORKS, 2011, 6811 : 220 - 233
  • [6] Fast or Slow: An Autonomous Speed Control Approach for UAV-assisted IoT Data Collection Networks
    Chu, Nam H.
    Dinh Thai Hoang
    Nguyen, Diep N.
    Nguyen Van Huynh
    Dutkiewicz, Eryk
    2021 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), 2021,
  • [7] Multi-Objective Optimization for UAV-Assisted Wireless Powered IoT Networks Based on Extended DDPG Algorithm
    Yu, Yu
    Tang, Jie
    Huang, Jiayi
    Zhang, Xiuyin
    So, Daniel Ka Chun
    Wong, Kai-Kit
    IEEE TRANSACTIONS ON COMMUNICATIONS, 2021, 69 (09) : 6361 - 6374
  • [8] UAV-Assisted Data Collection for Dynamic and Heterogeneous Wireless Sensor Networks
    Chen, Jie
    Tang, Jianhua
    IEEE WIRELESS COMMUNICATIONS LETTERS, 2022, 11 (06) : 1288 - 1292
  • [9] UAV-Assisted Data Collection in Wireless Sensor Networks: A Comprehensive Survey
    Nguyen, Minh T.
    Nguyen, Cuong, V
    Do, Hai T.
    Hua, Hoang T.
    Tran, Thang A.
    Nguyen, An D.
    Ala, Guido
    Viola, Fabio
    ELECTRONICS, 2021, 10 (21)
  • [10] Deep Reinforcement Learning for Fresh Data Collection in UAV-assisted IoT Networks
    Yi, Mengjie
    Wang, Xijun
    Liu, Juan
    Zhang, Yan
    Bai, Bo
    IEEE INFOCOM 2020 - IEEE CONFERENCE ON COMPUTER COMMUNICATIONS WORKSHOPS (INFOCOM WKSHPS), 2020, : 716 - 721
12345