DocumentCode
41157
Title
Assessment of Statistical Moments of a Performance Function for Robust Design of Electromagnetic Devices
Author
Dong-Wook Kim ; Nak-Sun Choi ; Chang-Uk Lee ; Dong-Hun Kim
Author_Institution
Dept. of Electr. Eng., Kyungpook Nat. Univ., Daegu, South Korea
Volume
51
Issue
3
fYear
2015
fDate
Mar-15
Firstpage
1
Lastpage
4
Abstract
This paper proposes a statistical probability approach to evaluate the quality loss function of electromagnetic design problems, which is expressed in terms of the first two statistical moments, mean and variance. A univariate dimension reduction method is employed to calculate the statistical moments of a performance function and their sensitivities accurately, and efficiently. Finally, the method is integrated into the robust design optimization algorithm. The proposed method explores an optimum design with statistical information so that it can provide a more accurate solution than other robust design methods. The proposed method is tested with a mathematical model and a blushless DC motor, and its numerical accuracy and efficiency are examined by comparison with existing methods.
Keywords
brushless DC motors; design engineering; electromagnetic devices; optimisation; statistical distributions; blushless DC motor; electromagnetic design problem; electromagnetic devices; mathematical model; mean; performance function; quality loss function evaluation; robust design optimization algorithm; statistical moment estimation; statistical probability approach; univariate dimension reduction method; variance; Design methodology; Forging; Optimization; Random variables; Robustness; Sensitivity; Torque; Electromagnetics (EMs); optimization; probability; robustness;
fLanguage
English
Journal_Title
Magnetics, IEEE Transactions on
Publisher
ieee
ISSN
0018-9464
Type
jour
DOI
10.1109/TMAG.2014.2357992
Filename
7093490
Link To Document