A method for optimal control and filtering of multitime-scale linear singularly-perturbed stochastic systems

被引:9
作者
Prljaca, N. [2 ]
Gajic, Z. [1 ]
机构
[1] Rutgers State Univ, Dept Elect & Comp Engn, Piscataway, NJ 08854 USA
[2] Univ Tuzla, Fac Elect Engn, Tuzla 75000, Bosnia & Herceg
关键词
decoupling; order reduction; optimal linear control; Kalman filters; multi time scale systems; singularly-perturbed systems; algebraic Riccati equation;
D O I
10.1016/j.automatica.2007.12.001
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper we introduce a transformation for the exact closed-loop decomposition of the optimal Kalman filter and the linear quadratic optimal controller of multi time scale continuous-time, linear, singularly-perturbed stochastic systems. The solution of the corresponding algebraic regulator and filter Riccati equations are obtained in terms of solutions of reduced-order subsystem, algebraic, Riccati equations corresponding to the system time scales. We have also obtained N completely independent reduced-order subsystem Kalman filters working in parallel in different time scales. This allows parallel processing of information with lower-order, different rates Kalman filters consistent with the system time scales. (C) 2008 Elsevier Ltd. All rights reserved.
引用
收藏
页码:2149 / 2156
页数:8
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