Title :
Differential evolution approaches applied to the Jiles-Atherton vector hysteresis parameters estimation
Author :
dos Santos Coelho, Leandro ; Mariani, Viviana Cocco ; Leite, Jean Vianei
Author_Institution :
Dept. of Electr. Eng., Fed. Univ. of Parana, Curitiba, Brazil
Abstract :
In this paper, the parameters set of the vector Jiles-Atherton hysteresis model is obtained with an approach based on a modified Differential Evolution (MDE), using generation variant control parameters. Classical DE is a simple and efficient global optimization algorithm. It has been successfully applied to solve a wide range of real-world optimization problems. Numerical comparisons with results using classical DE and genetic algorithms demonstrated that the performance of the MDE is promising in optimization of Jiles-Atherton vector hysteresis model.
Keywords :
evolutionary computation; vectors; Jiles-Atherton vector hysteresis parameter estimation; differential evolution; genetic algorithm; global optimization algorithm; Convergence; Evolutionary computation; Genetic algorithms; Genetic mutations; Hysteresis; Magnetic field measurement; Mechanical engineering; Model driven engineering; Parameter estimation; Testing;
Conference_Titel :
Electromagnetic Field Computation (CEFC), 2010 14th Biennial IEEE Conference on
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4244-7059-4
DOI :
10.1109/CEFC.2010.5481380