Title :
Stability of Optimal Solutions: Multi- and Single-Objective Approaches
Author :
Podgaets, A.R. ; Ockels, W.J.
Author_Institution :
Fac. of Aerosp. Eng., Delft Univ. of Technol.
Abstract :
This paper deals with assessing stability of optimal solutions. Two ways are considered: introducing stochastic stability based on Lyapunov´s stability as constraints in a single-objective optimization problem and using it as a second objective. The problem from the field of wind energy is taken $optimization of electricity production with a novel wind power concept called Laddermill. Due to the multi-objectiveness of the second approach both problems are programmed with an algorithm based on a modification of Pareto-optimization. The main conclusion is that multi-objectiveness makes problem statement more transparent and also easier to implement and faster to compute which makes multi-objective formulation desirable for the class of robust optimal control problems
Keywords :
Lyapunov methods; Pareto optimisation; optimal control; power generation control; robust control; stochastic systems; wind power; Laddermill; Lyapunov stability; Pareto-optimization; electricity production optimization; multiobjective approach; robust optimal control; single-objective optimization; stochastic stability; wind power concept; Aerospace engineering; Computational intelligence; Decision making; Design optimization; Optimal control; Paper technology; Production; Robust control; Stability; Wind energy;
Conference_Titel :
Computational Intelligence in Multicriteria Decision Making, IEEE Symposium on
Conference_Location :
Honolulu, HI
Print_ISBN :
1-4244-0702-8
DOI :
10.1109/MCDM.2007.369119