DOI
10.17077/etd.njymd2pv
Document Type
Thesis
Date of Degree
Spring 2012
Degree Name
MS (Master of Science)
Degree In
Mechanical Engineering
First Advisor
kyung K. Choi
First Committee Member
Kyung K. Choi
Second Committee Member
Jia Lu
Third Committee Member
Shaoping Xiao
Abstract
A variable screening method is introduced to reduce the computational cost caused by the curse of dimension of high dimensional problem in RBDO. The screening method considers the output variance of the constraint functions and uses test-of-hypothesis to filter necessary variables. Also, the method is applicable to implicit functions as well as explicit functions. Suitable number of samples to obtain consistent test result is calculated. 3 examples are demonstrated with detailed variable screening procedure and RBDO result.
Keywords
curse of dimension, optimization, reliability, variable screening
Pages
vi, 66 pages
Bibliography
Includes bibliographical references (pages 65-66).
Copyright
Copyright 2012 Sangjune Bae
Recommended Citation
Bae, Sangjune. "Variable screening method using statistical sensitivity analysis in RBDO." MS (Master of Science) thesis, University of Iowa, 2012.
https://doi.org/10.17077/etd.njymd2pv.