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