Comparative study of dimension reduction methods for efficient design optimization

Efficient aerodynamic shape optimizations are realized in this research utilizing dimension reduction technologies. Several dimension reduction methods such as proper orthogonal decomposition, independent component analysis, kernel principal component regression and deep auto encoder, are investigat...

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Bibliographic Details
Main Authors: Wataru YAMAZAKI, Nomin BUYANBAATAR
Format: Article
Language:English
Published: The Japan Society of Mechanical Engineers 2023-06-01
Series:Journal of Advanced Mechanical Design, Systems, and Manufacturing
Subjects:
Online Access:https://www.jstage.jst.go.jp/article/jamdsm/17/3/17_2023jamdsm0036/_pdf/-char/en