Dynamic Algorithm for Linear Quadratic Gaussian Predictive Control
International Journal of Applied Mathematics and Computer Science, Tome 10 (2000) no. 2, pp. 227-244
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In this paper, the optimal control law is derived for a multi-variable state-space Linear Quadratic Gaussian Predictive Controller (LQGPC). A dynamic performance index is utilized resulting in an optimal steady-state controller. Knowledge of future reference values is incorporated into the controller design and the solution is derived using the method of Lagrange multipliers. It is shown how the well-known GPC controller can be obtained as a special case of the LQGPC controller design. The important advantage of using the LQGPC framework for designing predictive controllers is that, based on stabilizing properties of LQG control, it enables a systematic approach to selection of the design parameters to yield a stable closed-loop system. The system model considered in this paper can be further extended toalso include direct feed-through and knowledge about future external inputs.
Keywords:
state-space design, multivariable control, linear quadratic Gaussian predictive control, generalized predictive control
Mots-clés : przestrzeń fazowa, sterowanie wielowymiarowe, sterowanie predykcyjne
Mots-clés : przestrzeń fazowa, sterowanie wielowymiarowe, sterowanie predykcyjne
@article{IJAMCS_2000_10_2_a1,
author = {Ordys, A. W. and Hangstrup, M. E. and Grimble, M. J.},
title = {Dynamic {Algorithm} for {Linear} {Quadratic} {Gaussian} {Predictive} {Control}},
journal = {International Journal of Applied Mathematics and Computer Science},
pages = {227--244},
publisher = {mathdoc},
volume = {10},
number = {2},
year = {2000},
language = {en},
url = {http://geodesic.mathdoc.fr/item/IJAMCS_2000_10_2_a1/}
}
TY - JOUR AU - Ordys, A. W. AU - Hangstrup, M. E. AU - Grimble, M. J. TI - Dynamic Algorithm for Linear Quadratic Gaussian Predictive Control JO - International Journal of Applied Mathematics and Computer Science PY - 2000 SP - 227 EP - 244 VL - 10 IS - 2 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/IJAMCS_2000_10_2_a1/ LA - en ID - IJAMCS_2000_10_2_a1 ER -
%0 Journal Article %A Ordys, A. W. %A Hangstrup, M. E. %A Grimble, M. J. %T Dynamic Algorithm for Linear Quadratic Gaussian Predictive Control %J International Journal of Applied Mathematics and Computer Science %D 2000 %P 227-244 %V 10 %N 2 %I mathdoc %U http://geodesic.mathdoc.fr/item/IJAMCS_2000_10_2_a1/ %G en %F IJAMCS_2000_10_2_a1
Ordys, A. W.; Hangstrup, M. E.; Grimble, M. J. Dynamic Algorithm for Linear Quadratic Gaussian Predictive Control. International Journal of Applied Mathematics and Computer Science, Tome 10 (2000) no. 2, pp. 227-244. http://geodesic.mathdoc.fr/item/IJAMCS_2000_10_2_a1/