Dynamic Event-Triggered Fusion Filtering for Multi-Sensor Rectangular Descriptor Systems With Random State Delay

被引:11
作者
Hu, Jun [1 ,2 ,3 ]
Luo, Ruonan [1 ,4 ]
Dong, Hongli [5 ,6 ]
Chen, Cai [2 ]
Liu, Hongjian [7 ]
机构
[1] Harbin Univ Sci & Technol, Dept Appl Math, Harbin 150080, Peoples R China
[2] Harbin Univ Sci & Technol, Sch Automat, Harbin 150080, Peoples R China
[3] Harbin Univ Sci & Technol, Key Lab Adv Mfg & Intelligent Technol, Minist Educ, Harbin 150080, Peoples R China
[4] Harbin Univ Sci & Technol, Heilongjiang Prov Key Lab Optimizat Control & Inte, Harbin 150080, Peoples R China
[5] Northeast Petr Univ, Heilongjiang Prov Key Lab Networking & Intelligent, Daqing 163318, Peoples R China
[6] Northeast Petr Univ, Sanya Offshore Oil & Gas Res Inst, Sanya 572025, Peoples R China
[7] Anhui Polytech Univ, Sch Math Phys & Finance, Wuhu 241000, Peoples R China
来源
IEEE TRANSACTIONS ON SIGNAL AND INFORMATION PROCESSING OVER NETWORKS | 2023年 / 9卷
基金
中国国家自然科学基金;
关键词
Rectangular descriptor systems; inverse covariance intersection fusion; random state delay; dynamic event-triggered mechanism; optimal parameters; NONLINEAR-SYSTEMS; ESTIMATOR; NETWORKS; NOISES; FUSER;
D O I
10.1109/TSIPN.2023.3341410
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper investigates the dynamic event-triggered fusion filtering problem for a class of uncertain multi-sensor rectangular descriptor systems with random state delay. The random state delay is depicted by a Bernoulli distributed random variable. In order to save the communication energy, a dynamic event-triggered mechanism (DETM) is employed to decide whether the measurements are transmitted to the local estimators. Firstly, by introducing the full-order transformation method, the rectangular descriptor systems are converted into the non-descriptor systems with full orders. Secondly, the local filter gains are designed to minimize the upper bounds of filtering error covariances (FECs), where the upper bounds of FECs and the filter gains depend on a group of free positive scalar parameters. To minimize the upper bounds of FECs, the scalar parameters are sought optimally by a numerical method, where the scalars obtained after optimization are called optimal parameters. Subsequently, the fusion filter of the original descriptor system is given by the inverse covariance intersection (ICI) fusion technique. Finally, the effectiveness and advantages of the proposed fusion filtering algorithm are illustrated by providing the experiments with circuit system application.
引用
收藏
页码:836 / 849
页数:14
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