Minimum variance FIR smoothers for discrete-time state space models

被引:44
作者
Kwon, Bo Kyu [1 ]
Han, Soohee
Kwon, Oh Kyu
Kwon, Wook Hyun
机构
[1] Seoul Natl Univ, Sch Elect Engn & Comp Sci, Seoul 151742, South Korea
[2] Inha Univ, Sch Elect & Elect Engn & Comp Sci, Inchon 402751, South Korea
关键词
finite-impulse-response (FIR) smoother; fixed-lag smoother; minimum variance; receding horizon; unbiased;
D O I
10.1109/LSP.2007.891840
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 [电气工程]; 0809 [电子科学与技术];
摘要
We propose a fixed-lag finite-impulse-response (FIR) smoother for a discrete-time state space model. The proposed FIR smoother estimates the state at the fixed-lag time using measured output samples on the recent finite time horizon so that the variance of the estimation error is minimized. The minimum variance FIR (MVFIR) smoother is unbiased and independent of any a priori information of the state on the horizon. A numerical example shows that the proposed MVFIR smoother has better performance than the fixed-lag Kalman smoother based on the infinite impulse response structure when transitory modeling uncertainties exist.
引用
收藏
页码:557 / 560
页数:4
相关论文
共 8 条
[1]
DIVERGENCE OF KALMAN FILTER [J].
FITZGERALD, RJ .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1971, AC16 (06) :736-+
[2]
GREWAL M, 1993, KALMAN FILTERING THE
[3]
Quasi-deadbeat minimax filters for deterministic state-space models [J].
Han, SH ;
Kwon, WH ;
Kim, PS .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2002, 47 (11) :1904-1908
[4]
LIMITED MEMORY OPTIMAL FILTERING [J].
JAZWINSKI, AH .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1968, AC13 (05) :558-+
[5]
A receding horizon unbiased FIR filter for discrete-time state space models [J].
Kwon, WH ;
Kim, PS ;
Han, SH .
AUTOMATICA, 2002, 38 (03) :545-551
[6]
Kwon WH, 1999, IEEE T AUTOMAT CONTR, V44, P1787, DOI 10.1109/9.788554
[7]
Receding horizon recursive state estimation [J].
Ling, KV ;
Lim, KW .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1999, 44 (09) :1750-1753
[8]
ANALYSIS OF DISCRETE-TIME KALMAN FILTERING UNDER INCORRECT NOISE COVARIANCES [J].
SANGSUKIAM, S ;
BULLOCK, TE .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1990, 35 (12) :1304-1309