OPTIMAL FEEDBACK SOLUTION OF A CONSTRAINED STOCHASTIC ONE-STORAGE MODEL

Citation
C. Jorgensen et Hf. Ravn, OPTIMAL FEEDBACK SOLUTION OF A CONSTRAINED STOCHASTIC ONE-STORAGE MODEL, Optimal control applications & methods, 18(6), 1997, pp. 445-452
Citations number
10
ISSN journal
01432087
Volume
18
Issue
6
Year of publication
1997
Pages
445 - 452
Database
ISI
SICI code
0143-2087(1997)18:6<445:OFSOAC>2.0.ZU;2-Y
Abstract
We describe a method for obtaining the optimal feedback solution to a constrained discrete time linear-quadratic optimal control problem. Th e dimensions of the state and control vectors are one and the stochast icity is represented by a finite number of possible outcomes at each s tage. The method is based on dynamic programming and exploits that the optimal value is piecewise quadratic and that the optimal feedback so lution is piecewise linear. Also the special case with linear criterio n function is considered. Approximation methods which allow a trade-of f between computation times and solution accuracy are discussed. The m ethod is applied to two cases, viz., hydropower scheduling and tempera ture control of a greenhouse. Comparative studies on these two cases w ere made with a mathematical programming formulation solved by a stand ard code. On the cases studied the new method was found to be around 1 00 times faster and to display a better solution stability. (C) 1997 J ohn Wiley & Sons, Ltd.