Energy-Efficient Co-Design of Power Scheduling for State Estimation Over a Stochastic Delayed Network

被引:3
作者
Li, Yao [1 ,2 ,3 ]
Zhu, Shanying [1 ,2 ,3 ]
Chen, Cailian [1 ,2 ,3 ]
Guan, Xinping [1 ,2 ,3 ]
机构
[1] Shanghai Jiao Tong Univ, Dept Automat, Minist Educ China, Shanghai 200240, Peoples R China
[2] Shanghai Jiao Tong Univ, Key Lab Syst Control & Informat Proc, Minist Educ China, Shanghai 200240, Peoples R China
[3] Shanghai Engn Res Ctr Intelligent Control & Manag, Shanghai 200240, Peoples R China
来源
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS | 2022年 / 52卷 / 11期
基金
上海市自然科学基金;
关键词
Delays; Sensors; Schedules; Packet loss; Kalman filters; Delay effects; Stochastic processes; Networked systems; optimal scheduling; state estimation; time delay; SYSTEMS; TRANSMISSION; STABILITY;
D O I
10.1109/TSMC.2021.3095718
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this article, the scheduling problem over a delayed network is investigated. Different from the existing literature, we propose a hybrid stochastic model which incorporates both delay and packet loss. Based on this proposed model, an energy-efficient co-design problem is considered under power-limited scenarios. A global optimal offline solution is presented explicitly. Aided by arriving information feedback, we propose an online schedule based on an absolute threshold. The optimality of our proposed schemes and thresholds selection is theoretically analyzed. Meanwhile, we have extended the conclusions of the single-system case to the multisystem case. Optimal strategies from both offline and online perspectives are provided with rigorous proof, respectively. The stability condition is given for the estimator to converge in an infinite-time horizon. The comparisons between offline and online strategies are proved the global superiority of the online strategy to the offline one. Numerical simulations have validated the correctness and superiority of our proposed algorithms.
引用
收藏
页码:6697 / 6713
页数:17
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