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] Univ Kebangsaan Malaysia, Fac informat Sci & Technol, Ctr Cyber Secur, Bangi 43600, Malaysia
[2] Taibah Univ, Coll Comp Sci & Engn, Dept Comp Sci, Medina, Saudi Arabia
[3] Korea Univ, Coll Informat, Dept Comp Sci & Engn, 145 Anam Ro, Seoul 02841, South Korea
[4] King Khalid Univ, Coll Comp Sci, Dept Comp Engn, Abha 61413, Saudi Arabia
[5] Maharaja Agrasen Inst Technol, Delhi, India
[6] Prince Mohammad Bin Fahd Univ, Coll Comp Engn & Sci, Dept AI, Dhahran, Saudi Arabia
[7] Chitkara Univ, Chitkara Univ Inst Engn & Technol, Ctr Res Impact & Outcome, Rajpura, Punjab, India
关键词
Data gathering; Q; -learning; UAVs; FANET; Reinforcement learning; OPTIMIZATION;
D O I
10.1016/j.aej.2024.12.018
中图分类号
T [工业技术];
学科分类号
08 ;
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.
引用
收藏
页码:47 / 56
页数:10
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