DocumentCode :
617065
Title :
Design optimization of spoke-type ferrite magnet machines by combined design of experiments and differential evolution algorithms
Author :
Peng Zhang ; Sizov, Gennadi Y. ; Ionel, Dan M. ; Demerdash, Nabeel A. O.
Author_Institution :
Marquette Univ., Milwaukee, WI, USA
fYear :
2013
fDate :
12-15 May 2013
Firstpage :
892
Lastpage :
898
Abstract :
In this paper, a combined design optimization method utilizing Design of Experiments (DOE) and Differential Evolution (DE) algorithms was implemented to provide practical insights in the multi-objective design optimization of a 12-slot, 8-pole, spoke-type, ferrite magnet machine, with fractional-slot concentrated windings. A robust parametric model of this type of machine is provided here. In this combined design optimization approach, the Central Composite Design (CCD) method, as one of the DOE approaches, was used to perform the variables sensitivity study, from which the significant design variables were selected and the corresponding variables ranges were defined, for the DE design optimization procedure. A Computationally Efficient-Finite Element Analysis (CE-FEA) approach was utilized to estimate the performance and characteristics of 3000 candidate designs. From the study of design objectives utilizing the pareto-set and color maps, three candidate designs with minimized losses, material cost and torque ripple were compared.
Keywords :
design of experiments; differential equations; evolutionary computation; ferrite devices; finite element analysis; losses; machine windings; permanent magnet machines; sensitivity; CCD method; CE-FEA approach; DE design optimization procedure; DOE approach; central composite design method; color maps; computationally efficient-finite element analysis approach; design of experiments; design optimization; differential evolution algorithm; ferrite magnet machine; fractional-slot concentrated windings; losses; material cost; multiobjective design optimization; pareto-set; robust parametric model; sensitivity; spoke-type ferrite magnet machine; torque ripple; Algorithm design and analysis; Design optimization; Ferrites; Magnetostatics; Sensitivity; Torque; central composite design; computationally efficient-finite element analysis; design of experiments; design optimization; differential evolution; ferrite magnet; response surface methodology; spoke-type permanent magnet machines;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electric Machines & Drives Conference (IEMDC), 2013 IEEE International
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4673-4975-8
Electronic_ISBN :
978-1-4673-4973-4
Type :
conf
DOI :
10.1109/IEMDC.2013.6556203
Filename :
6556203
Link To Document :
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