Event-triggered nonlinear filtering for networked systems with correlated noises

被引：13

作者：

Li, Li ^{[1
]}

Niu, Mengfei ^{[1
]}

Yang, Hongjiu ^{[1
]}

Liu, Zhixin ^{[1
]}

机构：

[1] Yanshan Univ, Sch Elect Engn, Qinhuangdao 066004, Peoples R China

来源：

JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS | 2018年 / 355卷 / 13期

基金：

中国国家自然科学基金;

关键词：

STATE ESTIMATION; KALMAN FILTER; COMMUNICATION; PERFORMANCE; FUSION; DELAYS; TIME;

D O I：

10.1016/j.jfranklin.2018.05.044

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 focuses on the filtering problem for nonlinear networked systems with event-triggered data transmission and correlated noises. An event-triggered data transmission mechanism is introduced to reduce excessive measurements transmitted over a bandwidth-constrained network. Considering that process noise and measurement noise are one-step cross-correlated, an UKF-based filtering algorithm which depends on correlation parameter and trigger threshold is presented. Then sufficient conditions are established to ensure stability of the designed filter, where a critical value of the correlation parameter exists. Finally, the effectiveness of the proposed filtering algorithm is demonstrated by comparative simulations. (C) 2018 The Franklin Institute. Published by Elsevier Ltd. All rights reserved.

引用

页码：5811 / 5829

页数：19

共 31 条

[1] Particle filtering with correlated measurement and process noise at the same time [J].

Chen, J. ;

Ma, L. .

IET RADAR SONAR AND NAVIGATION, 2011, 5 (07) :726-730

[2] Event-Triggered State Estimation: Experimental Performance Assessment and Comparative Study [J].

Chen, Wentao ;

Shi, Dawei ;

Wang, Junzheng ;

Shi, Ling .

IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2017, 25 (05) :1865-1872

[3] Distributed weighted robust Kalman filter fusion for uncertain systems with autocorrelated and cross-correlated noises [J].

Feng, Jianxin ;

Wang, Zidong ;

Zeng, Ming .

INFORMATION FUSION, 2013, 14 (01) :78-86

[4] Optimal robust non-fragile Kalman-type recursive filtering with finite-step autocorrelated noises and multiple packet dropouts [J].

Feng, Jianxin ;

Wang, Zidong ;

Zeng, Ming .

AEROSPACE SCIENCE AND TECHNOLOGY, 2011, 15 (06) :486-494

[5] H∞ tracking control of nonlinear networked systems with a novel adaptive event-triggered communication [J].

Gu, Zhou ;

Yue, Dong ;

Liu, Jinliang ;

Ding, Zhentao .

JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2017, 354 (08) :3540-3553

[6] Stochastic Event-Triggered Sensor Schedule for Remote State Estimation [J].

Han, Duo ;

Mo, Yilin ;

Wu, Junfeng ;

Weerakkody, Sean ;

Sinopoli, Bruno ;

Shi, Ling .

IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2015, 60 (10) :2661-2675

[7] Recursive filtering with random parameter matrices, multiple fading measurements and correlated noises [J].

Hu, Jun ;

Wang, Zidong ;

Gao, Huijun .

AUTOMATICA, 2013, 49 (11) :3440-3448

[8] Gain-Constrained Recursive Filtering With Stochastic Nonlinearities and Probabilistic Sensor Delays [J].

Hu, Jun ;

Wang, Zidong ;

Shen, Bo ;

Gao, Huijun .

IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2013, 61 (05) :1230-1238

[9] Gaussian filter for nonlinear systems with correlated noises at the same epoch [J].

Huang, Yulong ;

Zhang, Yonggang ;

Wang, Xiaoxu ;

Zhao, Lin .

AUTOMATICA, 2015, 60 :122-126

[10] Unscented filtering and nonlinear estimation [J].

Julier, SJ ;

Uhlmann, JK .

PROCEEDINGS OF THE IEEE, 2004, 92 (03) :401-422

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