Non-Gaussian noise quadratic estimation for linear discrete-time time-varying systems

被引:14
|
作者
Zhao, Huihong [1 ]
Zhang, Chenghui [2 ]
机构
[1] Dezhou Univ, Clean Energy Res & Technol Promot Ctr, Dezhou 253023, Peoples R China
[2] Shandong Univ, Sch Control Sci & Engn, Jinan 250061, Peoples R China
基金
中国国家自然科学基金;
关键词
Input noise quadratic polynomial estimation; Kronecker algebra; Deconvolution filter; Fixed-lag smoother; DECONVOLUTION FILTER;
D O I
10.1016/j.neucom.2015.10.015
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This study deals with the input noise quadratic polynomial estimation problem for linear discrete-time non-Gaussian systems. The design of the non-Gaussian noise quadratic deconvolution filter and fixed-lag smoother is firstly converted into a linear estimation problem in a suitable second-order polynomial extended system. By employing the Kronecker algebra rules, the stochastic characteristics of the augmented noise in the augmented system are discussed. Then a solution to the non-Gaussian noise quadratic estimator is obtained through applying the projection formula in Kalman filtering theory. In addition, the stability is proved by constructing an equivalent state-space model with uncorrelated noises. Finally, a numerical example is given to show the effectiveness of the proposed method. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:921 / 927
页数:7
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