Title :
Sensitivity analysis applied to decision making in multiobjective evolutionary optimization
Author :
Avila, S.L. ; Lisboa, A.C. ; Krähenbühl, L. ; Carpes, W.P., Jr. ; Vasconcelos, J.A. ; Saldanha, R.R. ; Takahashi, R.H.C.
fDate :
4/1/2006 12:00:00 AM
Abstract :
The result of a multiobjective evolutionary optimization is an efficient solution set surrounded by other candidate solution points. To choose a final solution, we can perform a sensitivity study. Applying this methodology, disturbances that occur in real-world design problems are not neglected. This paper presents an easy way to perform the sensitivity analysis directly from the data generated from a multiobjective stochastic optimization process. No additional function evaluation is required. As an example, we have solved some optimization problems concerning electromagnetic devices
Keywords :
decision making; electromagnetic devices; evolutionary computation; optimisation; sensitivity analysis; stochastic processes; decision making; electromagnetic devices; multiobjective evolutionary optimization; multiobjective stochastic optimization; sensitivity analysis; Decision making; Design engineering; Electromagnetic devices; Electromagnetic forces; Ellipsoids; Genetic algorithms; Robustness; Sensitivity analysis; Stability analysis; Stochastic processes; Multiobjective evolutionary optimization; sensitivity analysis;
Journal_Title :
Magnetics, IEEE Transactions on
DOI :
10.1109/TMAG.2006.871447