Sequential fusion estimation for multisensor multirate systems with measurement outliers

被引:4
作者
Deng, Junyong [1 ]
Liu, Shuai [1 ]
Zhang, Mengyao [1 ]
Ye, Changbin [2 ]
机构
[1] Univ Shanghai Sci & Technol, Coll Sci, Shanghai 200093, Peoples R China
[2] Changan Wangjiang Grp Co Ltd, Chongqing, Peoples R China
基金
中国国家自然科学基金;
关键词
colored noises; measurement outliers; multirate systems; recursive filtering; sequential fusion estimation;
D O I
10.1002/asjc.3185
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper investigates the suboptimal sequential fusion estimation problem for multisensor multirate networked systems with colored measurement noises under the interference of measurement outliers. The saturation function is used to constrain the innovation polluted by measurement outliers. Due to diverse physical restrictions, the sampling period of the sensor is assumed to be different from the update period of the system state, thereby better reflecting the engineering practice. The lifting technique is used to convert the multirate sampling system into a single-rate form. By solving the matrix difference equation, an upper bound of the filtering error covariance is obtained, and the filter gain is then derived, which can minimize the upper bound of the error covariance. Finally, a simulation example is given to demonstrate the effectiveness of the proposed sequential fusion method for multirate sampling systems under outlier interference.
引用
收藏
页码:4909 / 4919
页数:11
相关论文
共 32 条
[1]   The Tobit Kalman Filter: An Estimator for Censored Measurements [J].
Allik, Bethany ;
Miller, Cory ;
Piovoso, Michael J. ;
Zurakowski, Ryan .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2016, 24 (01) :365-371
[2]   Fusing separated representation into an autoencoder for magnetic materials outlier detection [J].
Cao, Ying ;
Ko, SunWoo .
SYSTEMS SCIENCE & CONTROL ENGINEERING, 2022, 10 (01) :181-191
[3]   Networked Fusion Estimation With Bounded Noises [J].
Chen, Bo ;
Ho, Daniel W. C. ;
Zhang, Wen-An ;
Yu, Li .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2017, 62 (10) :5415-5421
[4]   Diffusion event-triggered sequential asynchronous state estimation algorithm for stochastic multiplicative noise systems [J].
Chen, Ye ;
Li, Yinya .
INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2022, 53 (01) :122-137
[5]   Sparse Bayesian Learning Approach for Outlier-Resistant Direction-of-Arrival Estimation [J].
Dai, Jisheng ;
So, Hing Cheung .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2018, 66 (03) :744-756
[6]   Outlier-Resistant Filtering With Dead-Zone-Like Censoring Under Try-Once-Discard Protocol [J].
Geng, Hang ;
Wang, Zidong ;
Mousavi, Alireza ;
Alsaadi, Fuad E. ;
Cheng, Yuhua .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2022, 70 :714-728
[7]  
Guan Z., 2010, INT J ROBUST NONLIN, V20, P1049
[8]   Consensus control for multi-rate multi-agent systems with fading measurements: the dynamic event-triggered case [J].
Han, Fei ;
Liu, Jianhua ;
Li, Jiahui ;
Song, Jinbo ;
Wang, Mei ;
Zhang, Yong .
SYSTEMS SCIENCE & CONTROL ENGINEERING, 2023, 11 (01)
[9]   Target tracking algorithms for multi-UAVs formation cooperative detection [J].
Jianhong, Wang ;
Ramirez-Mendoza, Ricardo A. ;
Xiaojun, Tang .
SYSTEMS SCIENCE & CONTROL ENGINEERING, 2021, 9 (01) :417-429
[10]   Distributed Kalman filtering for sensor networks with random sensor activation, delays, and packet dropouts [J].
Jin, Hao ;
Sun, Shuli .
INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2022, 53 (03) :575-592