An augmented optimal filter for multi-channel stochastic singular systems with multiplicative noise

被引:7
作者
Chu, Dongsheng [1 ]
Gao, Shouwan [1 ]
Guo, Lina [1 ]
机构
[1] Ocean Univ China, Coll Engn, Qingdao, Shandong, Peoples R China
来源
2007 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION AND LOGISTICS, VOLS 1-6 | 2007年
关键词
singular system; augmented optimal filtering; restricted equivalent transformation; multiplicative noise;
D O I
10.1109/ICAL.2007.4338591
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
An augmented optimal filtering algorithm is proposed for multi-channel stochastic singular systems with multiplicative noise in this paper. First, the state estimation problem of the systems is transformed into the problem for reduced-order subsystems by restricted equivalent transformation. Then, based on the subsystems the problem is transformed into the normal form by state augmentation. So the standard results for nonsingular systems with multiplicative noise can be used. The filtering algorithm on the basis of the linear minimum variance criterion is given and optimal estimation of dynamic noise is also obtained by the algorithm. The effectiveness of the proposed algorithm is shown by a simulation example.
引用
收藏
页码:378 / 382
页数:5
相关论文
共 7 条
  • [1] [Anonymous], 2004, SINGULAR SYSTEMS
  • [2] [褚东升 Chu Dongsheng], 2002, [青岛海洋大学学报. 自然科学版, Journal of ocean university of qingdao], V32, P987
  • [3] CHU DS, 2002, P 2002 INT C CONTR A, P1940
  • [4] FILTERING AND LQG PROBLEMS FOR DISCRETE-TIME STOCHASTIC SINGULAR SYSTEMS
    DAI, L
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1989, 34 (10) : 1105 - 1108
  • [5] QIN CY, 1994, J NW POLY TU, V12, P96
  • [6] [许燕 XU Yan], 2006, [黑龙江大学自然科学学报, Journal of Natural Science of Heilongjiang University], V23, P370
  • [7] A unified approach to optimal state estimation for stochastic singular systems
    Zhang, HS
    Chai, TY
    Liu, XJ
    [J]. AUTOMATICA, 1998, 34 (06) : 777 - 781