Distributed State Estimation Based on Quantized Observations in a Bandwidth Constrained Sensor Network

被引:11
作者
Chai, Li [1 ]
Hu, Bocheng [2 ]
Jiang, Peng [2 ]
机构
[1] Wuhan Univ Sci & Technol, Engn Res Ctr Met Automat & Measurement Technol, Wuhan 430081, Peoples R China
[2] Hangzhou Dianzi Univ, Inst Informat & Control, Hangzhou 310018, Peoples R China
来源
2008 7TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-23 | 2008年
基金
中国国家自然科学基金;
关键词
Wireless sensor network; distributed state estimation; quantization;
D O I
10.1109/WCICA.2008.4593301
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A distributed state estimation scheme based on quantized observations in wireless sensor network (WSN) is proposed. Unlike the SOI-KF approach, we address the state estimation problem in two steps: firstly, local sensors and the fusion center apply the decentralized estimation scheme (DES) to design the quantized message function and the fusion function; secondly, the fusion center constructs a linear filter to obtain the state estimation by minimizing an upper bound of the error power norm. The optimal filter is computed by the linear matrix inequality (LMI) solver. An example is presented to demonstrate the efficiency of our method.
引用
收藏
页码:2411 / +
页数:2
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