Distributed Clock Parameter Tracking for Highly Dynamic Multi-UAV Networks-Enabled Industrial IoT

被引:0
作者
Jin, Xin [1 ]
Yang, Xuanhe [2 ]
Pan, Gaofeng [2 ]
Wang, Shuai [2 ]
Niyato, Dusit [3 ]
An, Jianping [2 ]
机构
[1] Beijing Inst Technol, Sch Informat & Elect, Beijing 100081, Peoples R China
[2] Beijing Inst Technol, Sch Cyberspace Sci & Technol, Beijing 100081, Peoples R China
[3] Nanyang Technol Univ, Coll Comp & Data Sci, Singapore 639798, Singapore
基金
中国国家自然科学基金;
关键词
Clocks; Synchronization; Doppler effect; Kalman filters; Heuristic algorithms; Autonomous aerial vehicles; Industrial Internet of Things; Vectors; Accuracy; Vehicle dynamics; Distributed clock parameters tracking; highly dynamic multi-unmanned aerial vehicle (UAV) networks; Industrial Internet of Things (IIoT); Kalman filter; WIRELESS SENSOR NETWORKS; TIME SYNCHRONIZATION; SKEW; OFFSET; ALGORITHM; NOISE;
D O I
10.1109/tii.2025.3538119; 10.1109/TII.2025.3538119
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With the increasing demands of the Industrial Internet of Things (IIoT), highly dynamic multi-unmanned aerial vehicle (UAV) networks are becoming indispensable to IIoT due to their flexibility, cost-effectiveness, robust safety measures, and real-time data collection capabilities. Accurate time synchronization is crucial for coordinated missions of multi-UAV networks, yet the time-varying nature of clock parameters and the rapid movements of UAVs pose significant challenges to achieving precise synchronization. This article introduces new state and observation models for clock and velocity parameters and proposes a Doppler and timestamp-based distributed algorithm for tracking clock parameters using the Kalman filter. To evaluate the performance of the proposed algorithm, we derive the Bayesian Cramer-Rao lower bound and conduct numerical simulations. The results of the simulations demonstrate that our algorithm surpasses existing methods in terms of accuracy in tracking clock parameters.
引用
收藏
页码:4210 / 4220
页数:11
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