Timeliness and Secrecy-Aware Uplink Data Aggregation for Large-Scale UAV-IoT Networks

被引:5
|
作者
Ma, Yaodong [1 ,2 ]
Liu, Kai [1 ,2 ]
Liu, Yanming [1 ,2 ]
Zhu, Lipeng [3 ]
机构
[1] Beihang Univ, Sch Elect & Informat Engn, Beijing 100191, Peoples R China
[2] Beihang Univ, Hangzhou Innovat Inst, Hangzhou 310051, Peoples R China
[3] Natl Univ Singapore, Dept Elect & Comp Engn, Singapore 117583, Singapore
来源
IEEE INTERNET OF THINGS JOURNAL | 2024年 / 11卷 / 10期
基金
中国国家自然科学基金;
关键词
Internet of Things; Jamming; Autonomous aerial vehicles; Games; Security; Stochastic processes; Interference; Cooperative jamming; data aggregation; large-scale UAV-IoT network; secrecy; Stackelberg game; stochastic geometry; timeliness; PHYSICAL LAYER SECURITY; COVERT COMMUNICATION; AGE; INFORMATION; TIME; INTERNET;
D O I
10.1109/JIOT.2024.3357123
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Due to the inherent characteristics of system extensibility and implementation flexibility, unmanned aerial vehicle (UAV)-assisted data aggregations will play an essential role in Internet of Things (IoT) networks, where both communication security and timeliness are of high priority. In this article, we study uplink data aggregation in cooperative jamming-aided large-scale UAV-IoT networks under the threat of eavesdroppers. By employing stochastic geometry, we derive performance metrics related to the age of information (AoI) and secrecy outage probability (SOP) in a system-level manner, and formulate the combat between legitimate entities (i.e., IoT devices and cooperative jammers) and eavesdroppers as a two-stage Stackelberg game. To solve the formulated game, the backward induction method is utilized to obtain the Stackelberg equilibrium (SE) iteratively. Specifically, we first obtain the minimum detection error probability for the eavesdropper by optimizing its detection threshold using the successive convex approximation (SCA) technique. Subsequently, the minimization of AoI violation probability and SOP for the legitimate entity is achieved using the proposed tighter alpha branch and bound (T- alpha BB) method by jointly optimizing the transmit powers of the typical IoT device and cooperative jammers as well as the deployment altitude of the typical UAV. Extensive numerical results demonstrate that the proposed solution converges rapidly, with the timeliness and secrecy metrics decreasing by 25.1%, 33.1%, 35.9%, and 37.6% compared to the benchmark scheme in suburban, urban, dense urban, and high-rise urban environments, respectively.
引用
收藏
页码:17341 / 17356
页数:16
相关论文
共 50 条
  • [41] Optimizing Data Aggregation by Leveraging the Deep Memory Hierarchy on Large-scale Systems
    Tessier, Francois
    Gressier, Paul
    Vishwanath, Venkatram
    INTERNATIONAL CONFERENCE ON SUPERCOMPUTING (ICS 2018), 2018, : 229 - 239
  • [42] Computation-Aware Link Repair for Large-Scale Damage in Distributed Cloud Networks
    Miao, Yifan
    Tian, Hui
    Wu, Hao
    Ni, Wanli
    Tian, Yang
    IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT, 2024, 21 (05): : 4988 - 5000
  • [43] Towards Big Data Analytics in Large-Scale Federations of Semantically Heterogeneous IoT Platforms
    Kalamaras, Ilias
    Kaklanis, Nikolaos
    Votis, Kostantinos
    Tzovaras, Dimitrios
    ARTIFICIAL INTELLIGENCE APPLICATIONS AND INNOVATIONS, AIAI 2018, 2018, 520 : 13 - 23
  • [44] Big Data Analytics for Large-scale Wireless Networks: Challenges and Opportunities
    Dai, Hong-Ning
    Wong, Raymond Chi-Wing
    Wang, Hao
    Zheng, Zibin
    Vasilakos, Athanasios V.
    ACM COMPUTING SURVEYS, 2019, 52 (05)
  • [45] GWINs: Group-Based Medium Access for Large-Scale Wireless Powered IoT Networks
    Iqbal, Arshad
    Lee, Tae-Jin
    IEEE ACCESS, 2019, 7 : 172913 - 172927
  • [46] Rate Adaptation in Delay-Sensitive and Energy-Constrained Large-Scale IoT Networks
    Emara, Mostafa
    Kouzayha, Nour
    Elsawy, Hesham
    Al-Naffouri, Tareq Y.
    IEEE TRANSACTIONS ON COMMUNICATIONS, 2025, 73 (03) : 1895 - 1908
  • [47] ReapIoT: Reliable, Energy-Aware Network Protocol for Large-Scale Internet-of-Things (IoT) Applications
    Badi, Ahmed
    Mahgoub, Imad
    IEEE INTERNET OF THINGS JOURNAL, 2021, 8 (17): : 13582 - 13592
  • [48] Multi-UAV Data Collection and Path Planning Method for Large-Scale Terminal Access
    Zhang, Linfeng
    He, Chuhong
    Peng, Yifeng
    Liu, Zhan
    Zhu, Xiaorong
    SENSORS, 2023, 23 (20)
  • [49] Enabling low-latency digital twins for large-scale UAV networks using MQTT-based communication framework
    An, Dohyun
    Joo, Hyeontae
    Kim, Hwangnam
    ICT EXPRESS, 2025, 11 (02): : 264 - 269
  • [50] Vehicles joint UAVs to acquire and analyze data for topology discovery in large-scale IoT systems
    Haojun Teng
    Kaoru Ota
    Anfeng Liu
    Tian Wang
    Shaobo Zhang
    Peer-to-Peer Networking and Applications, 2020, 13 : 1720 - 1743