Title :
Comparative study of evolution strategies combined with approximation techniques for practical electromagnetic optimization problems
Author :
Farina, Marco ; Sykulski, Jan K.
Author_Institution :
Pavia Univ., Italy
fDate :
9/1/2001 12:00:00 AM
Abstract :
The paper addresses the practical problem of reducing the number of necessary function calls involving time consuming finite-element solutions by combining various evolution techniques with approximation methods based on Response Surface Methodology. A new algorithm is proposed which offers significant improvement of performance while preserving the quality of the final result. Comparisons are made between the new algorithm and different standard strategies in terms of reliability, efficiency and cost
Keywords :
computational complexity; electrical engineering computing; electromagnetic devices; electromagnetic fields; evolutionary computation; iterative methods; magnetic fields; optimisation; surface fitting; EM devices; approximation techniques; computational electromagnetics; cost; efficiency; electromagnetic optimization problems; evolution strategies; evolutionary algorithm; iteration; minimum function calls; multiquadrics interpolation; node addition; reliability; response surface methodology; stochastic algorithm; Approximation methods; Costs; Design optimization; Electromagnetics; Finite element methods; Interpolation; Iron; Optimization methods; Response surface methodology; Stochastic processes;
Journal_Title :
Magnetics, IEEE Transactions on