New method for optimal control and filtering of weakly coupled linear discrete stochastic systems

被引:7
|
作者
Aganovic, Z
Gajic, Z
Shen, XM
机构
[1] RUTGERS STATE UNIV,DEPT ELECT & COMP ENGN,PISCATAWAY,NJ 08855
[2] UNIV WATERLOO,DEPT ELECT & COMP ENGN,WATERLOO,ON N2L 3G1,CANADA
关键词
order reduction; linear-quadratic regulators; Kalman filters; decoupling problems;
D O I
10.1016/0005-1098(95)00111-5
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The algebraic regulator and filter Riccati equations of weakly coupled discrete-time stochastic linear control systems are completely and exactly decomposed into reduced-order continuous-time algebraic Riccati equations corresponding to the subsystems. That is, the exact solution of the global discrete algebraic Riccati equation is found in terms of the reduced-order subsystem nonsymmetric continuous-time algebraic Riccati equations. In addition, the optimal global Kalman filter is decomposed into local optimal filters both driven by the system measurements and the system optimal control inputs. As a result, the optimal linear-quadratic Gaussian control problem for weakly coupled linear discrete systems takes decomposition and parallelism between subsystem filters and controllers.
引用
收藏
页码:83 / 88
页数:6
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