Extension of unbiased minimum-variance input and state estimation for systems with unknown inputs

被引:116
作者
Hsieh, Chien-Shu [1 ]
机构
[1] Ta Hwa Inst Technol, Dept Elect Engn, Hsinchu 30740, Taiwan
关键词
Kalman filtering; Recursive state estimation; Unknown input estimation; Minimum-variance estimation; DISCRETE-TIME-SYSTEMS;
D O I
10.1016/j.automatica.2009.05.004
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 extends the existing results on joint input and state estimation to systems with arbitrary unknown inputs. The objective is to derive an optimal filter in the general case where not only unknown inputs affect both the system state and the output, but also the direct feedthrough matrix has arbitrary rank. The paper extends both the results of Gillijns and De Moor [Gillijns, S., & De Moor, B. (2007b). Unbiased minimum-variance input and state estimation for linear discrete-time systems with direct feedthrough. Automatica, 43, 934-937] and Darouach, Zasadzinski, and Boutayeb [Darouach, M., Zasadzinski, M., & Boutayeb, M. (2003). Extension of minimum variance estimation for systems with unknown inputs. Automatica, 39, 867-876]. The resulting filter is an extension of the recursive three-step filter (ERTSF) and serves as a unified solution to the addressed unknown input filtering problem. The relationship between the ERTSF and the existing literature results is also addressed. (C) 2009 Elsevier Ltd. All rights reserved.
引用
收藏
页码:2149 / 2153
页数:5
相关论文
共 15 条
[1]  
[Anonymous], 1971, Generalized Inverses of Matrices and its Applications
[2]   OPTIMAL FILTERING IN STOCHASTIC DISCRETE-TIME-SYSTEMS WITH UNKNOWN INPUTS [J].
BORISOV, AV ;
PANKOV, AR .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1994, 39 (12) :2461-2464
[3]   Optimal filtering and robust fault diagnosis of stochastic systems with unknown disturbances [J].
Chen, J ;
Patton, RJ .
IEE PROCEEDINGS-CONTROL THEORY AND APPLICATIONS, 1996, 143 (01) :31-36
[4]   Unbiased minimum variance estimation for systems with unknown exogenous inputs [J].
Darouach, M ;
Zasadzinski, M .
AUTOMATICA, 1997, 33 (04) :717-719
[5]   Extension of minimum variance estimation for systems with unknown inputs [J].
Darouach, M ;
Zasadzinski, A ;
Boutayeb, M .
AUTOMATICA, 2003, 39 (05) :867-876
[6]   TREATMENT OF BIAS IN RECURSIVE FILTERING [J].
FRIEDLAND, B .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1969, AC14 (04) :359-+
[7]   Unbiased minimum-variance input and state estimation for linear discrete-time systems with direct feedthrough [J].
Gillijns, Steven ;
De Moor, Bart .
AUTOMATICA, 2007, 43 (05) :934-937
[8]   Unbiased minimum-variance input and state estimation for linear discrete-time systems [J].
Gillijns, Steven ;
De Moor, Bart .
AUTOMATICA, 2007, 43 (01) :111-116
[9]  
Hou M, 1998, IEEE T AUTOMAT CONTR, V43, P446
[10]   Optimal solution of the two-stage Kalman estimator [J].
Hsieh, CS ;
Chen, FC .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1999, 44 (01) :194-199