Distributed Mixed H2/H∞ Fusion Estimation With Limited Communication Capacity

被引:62
作者
Chen, Bo [1 ,2 ]
Hu, Guoqiang [1 ]
Zhang, Wen-An [2 ]
Yu, Li [2 ]
机构
[1] Nanyang Technol Univ, Sch Elect & Elect Engn, Singapore 639798, Singapore
[2] Zhejiang Univ Technol, Coll Informat Engn, Hangzhou 310023, Zhejiang, Peoples R China
关键词
Convex optimization; distributed mixed H-2/H-infinity fusion estimation; limited communication capacity; networked multi-sensor fusion systems (NMFSs); SYSTEMS; BANDWIDTH; DESIGN;
D O I
10.1109/TAC.2015.2450271
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 technical note studies the problem of distributed fusion estimation for a class of networked multi-sensor fusion systems (NMFSs) with limited communication capacity and affected by sensor noises and disturbances. A novel data compression strategy is proposed to reduce communication cost, which leads to a stochastic model describing the communication capacity. To obtain an optimal weighting fusion criterion, the distributed mixed H-2/H-infinity fusion estimation problem is converted into a convex optimization problem by using Lyapunov theory and matrix analysis approach, which can be easily solved by standard software packages. The obtained fusion estimator gains are time-invariant, which will not increase computation cost of the fusion center. An illustrative example is given to show the effectiveness of the proposed methods.
引用
收藏
页码:805 / 810
页数:6
相关论文
共 26 条
[1]  
Bar-Shalom Y., 2001, ESTIMATION APPL TRAC
[2]   Linear Decentralized Estimation of Correlated Data for Power-Constrained Wireless Sensor Networks [J].
Behbahani, Alireza S. ;
Eltawil, Ahmed M. ;
Jafarkhani, Hamid .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2012, 60 (11) :6003-6016
[3]   One-channel networked data fusion with communication constraint [J].
Bian, Xiaolei ;
Xian, Yuanqing ;
Deng, Zhihong ;
Fu, Mengyin .
JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2014, 351 (01) :156-173
[4]  
Boyd S., 1994, SIAM STUDIES APPL MA
[5]   Quantised H filter design for discrete-time systems [J].
Che, Wei-Wei ;
Yang, Guang-Hong .
INTERNATIONAL JOURNAL OF CONTROL, 2009, 82 (02) :195-206
[6]   Distributed Fusion Estimation With Missing Measurements, Random Transmission Delays and Packet Dropouts [J].
Chen, Bo ;
Zhang, Wen-An ;
Yu, Li .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2014, 59 (07) :1961-1967
[7]   Distributed Finite-Horizon Fusion Kalman Filtering for Bandwidth and Energy Constrained Wireless Sensor Networks [J].
Chen, Bo ;
Zhang, Wen-An ;
Yu, Li .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2014, 62 (04) :797-812
[8]   Distributed H∞ fusion filtering with communication bandwidth constraints [J].
Chen, Bo ;
Yu, Li ;
Zhang, Wen-An ;
Wang, Hongxia .
SIGNAL PROCESSING, 2014, 96 :284-289
[9]   Lossless Linear Transformation of Sensor Data for Distributed Estimation Fusion [J].
Duan, Zhansheng ;
Li, X. Rong .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2011, 59 (01) :362-372
[10]   Stabilization of linear systems with limited information [J].
Elia, N ;
Mitter, SK .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2001, 46 (09) :1384-1400