Title :
Characterization of Optimal FIR Gains and Minimum-variance Performance for Adaptive Disturbance Rejection
Author :
Orzechowski, Pawel K. ; Gibson, James S. ; Tsao, Tsu-Chin
Author_Institution :
Univ. of California, Los Angeles
Abstract :
This paper characterizes the optimal steady-state filter with finite impulse response of given length for minimum-variance control in a class of adaptive disturbance-rejection problems. It is shown that the problem of finding the optimal filter is equivalent to a linear-quadratic regulator problem on a finite interval of length equal to the order of the filter in the steady-state disturbance-rejection problem. The results also provide for the calculation of the theoretical minimum output-error variance. Simulations for a model of a laser-beam control system with complex jitter of multiple bandwidths show that the theoretical results agree closely with the performance of a high-order adaptive controller.
Keywords :
FIR filters; adaptive control; optimal control; adaptive controller; adaptive disturbance rejection; complex jitter; finite impulse response; laser beam control system; linear quadratic regulator; minimum variance control; optimal FIR gain; optimal filter; optimal steady state filter; output error variance; steady state disturbance rejection; Adaptive control; Adaptive filters; Finite impulse response filter; Laser modes; Optical control; Optimal control; Performance gain; Programmable control; Regulators; Steady-state;
Conference_Titel :
American Control Conference, 2007. ACC '07
Conference_Location :
New York, NY
Print_ISBN :
1-4244-0988-8
Electronic_ISBN :
0743-1619
DOI :
10.1109/ACC.2007.4283146