This paper proposes a novel second-order reliability method (SORM) using non-central or general chi-squared distribution to improve the accuracy of reliability analysis in existing SORM. Conventional SORM contains three types of errors: (1) error due to approximating a general nonlinear limit state function by a quadratic function at most probable point (MPP) in the standard normal U-space, (2) error due to approximating the quadratic function in U-space by a hyperbolic surface, and (3) error due to calculation of the probability of failure after making the previous two approximations. The proposed method contains the first type of error only which is essential to SORM and thus cannot be improved. However, the proposed method avoids the other two errors by describing the quadratic failure surface with the linear combination of non-central chi-square variables and using the linear combination for the probability of failure estimation. Two approaches for the proposed SORM are suggested in the paper. The first approach directly calculates the probability of failure using numerical integration of the joint probability density function (PDF) over the linear failure surface and the second approach uses the cumulative distribution function (CDF) of the linear failure surface for the calculation of the probability of failure. The proposed method is compared with first-order reliability method (FORM), conventional SORM, and Monte Carlo simulation (MCS) results in terms of accuracy. Since it contains fewer approximations, the proposed method shows more accurate reliability analysis results than existing SORM without sacrificing efficiency.
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ASME 2012 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
August 12–15, 2012
Chicago, Illinois, USA
Conference Sponsors:
- Design Engineering Division
- Computers and Information in Engineering Division
ISBN:
978-0-7918-4502-8
PROCEEDINGS PAPER
A Novel Second-Order Reliability Method (SORM) Using Non-Central or Generalized Chi-Squared Distributions
Ikjin Lee,
Ikjin Lee
The University of Connecticut, Storrs, CT
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David Yoo,
David Yoo
The University of Connecticut, Storrs, CT
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Yoojeong Noh
Yoojeong Noh
Keimyung University, Daegu, Korea
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Ikjin Lee
The University of Connecticut, Storrs, CT
David Yoo
The University of Connecticut, Storrs, CT
Yoojeong Noh
Keimyung University, Daegu, Korea
Paper No:
DETC2012-70276, pp. 1113-1124; 12 pages
Published Online:
September 9, 2013
Citation
Lee, I, Yoo, D, & Noh, Y. "A Novel Second-Order Reliability Method (SORM) Using Non-Central or Generalized Chi-Squared Distributions." Proceedings of the ASME 2012 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. Volume 3: 38th Design Automation Conference, Parts A and B. Chicago, Illinois, USA. August 12–15, 2012. pp. 1113-1124. ASME. https://doi.org/10.1115/DETC2012-70276
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