DocumentCode :
2509040
Title :
Application of Cokriging Technique to Structural Reliability Analysis
Author :
Zhao, Wei ; Wang, Wei
Author_Institution :
Dept. of Civil Eng., Harbin Inst. of Technol., HIT, Harbin, China
fYear :
2011
fDate :
18-19 June 2011
Firstpage :
170
Lastpage :
174
Abstract :
Approximation techniques are widely used in structural reliability analysis to build computationally inexpensive surrogate models to replace expensive-to-run computer analysis codes. Recently, kriging models are frequently utilized to construct surrogate approximations; however, they may be inefficient for systems having with a large number of design variables. Therefore, a new method-cokriging, which is an extension of kriging for creating surrogate models, is proposed for large-scale systems. In this paper, our intention is to discuss the suitability of cokriging models for structural reliability analysis, especially in high-dimensional problems. First, This paper explores the use of the cokriging method for structural reliability problems by comparing it with the kriging method based on two numerical examples. Secondly, comparisons between the two different database augmenting schemes in the cokriging models are made based on the examples. Finally, this paper suggests the points for which the cokriging model could be improved to get better results for structural reliability problems.
Keywords :
approximation theory; database machines; reliability; statistical analysis; structural engineering computing; approximation techniques; cokriging technique; computer analysis codes; database augmenting schemes; large scale systems; structural reliability analysis; surrogate models; Analytical models; Approximation methods; Computational modeling; Indexes; Reliability engineering; cokriging approximation; database augmentation; structural reliability; surrogate models;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Future Computer Sciences and Application (ICFCSA), 2011 International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4577-0317-1
Type :
conf
DOI :
10.1109/ICFCSA.2011.46
Filename :
5968052
Link To Document :
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