Moment Method with Box–Cox Transformation for Structural Reliability
- 1 August 2020
- journal article
- research article
- Published by American Society of Civil Engineers (ASCE) in Journal of Engineering Mechanics
- Vol. 146 (8) , 04020086
Abstract
Structural reliability analysis involving highly nonnormally distributed performance functions or relatively small failure probabilities is still a challenging problem in engineering practice. To overcome these problems, this paper developed the moment method combined with Box–Cox transformation. A new criterion is proposed to select the optimal Box–Cox transformation parameter that makes the transformed performance functions approximately normally distributed. This criterion was established based on the minimum distance between the pair of the skewness and kurtosis of the transformed performance function and that of a normal random variable, in which the statistical moments of the transformed performance function are evaluated from the point-estimate method. The failure probability was evaluated using a third-order moment reliability index. The accuracy and efficiency of the proposed method were demonstrated through several numerical examples, including structural reliability analysis with correlated random variables; stochastic processes; and nonnormal, nonlinear, and implicit performance functions.Keywords
This publication has 43 references indexed in Scilit:
- Efficient Algorithm for Evaluation of Statistical Moments of Performance FunctionsJournal of Engineering Mechanics, 2019
- A stochastic harmonic function representation for non-stationary stochastic processesMechanical Systems and Signal Processing, 2017
- Properties of the Box–Cox transformation for pattern classificationNeurocomputing, 2016
- Estimation of small failure probabilities in high dimensions by subset simulationProbabilistic Engineering Mechanics, 2001
- Efficient Algorithm for Second‐Order Reliability AnalysisJournal of Engineering Mechanics, 1991
- Random Vibration of Degrading, Pinching SystemsJournal of Engineering Mechanics, 1985
- Asymptotic Approximations for Multinormal IntegralsJournal of Engineering Mechanics, 1984
- Approximate analysis of complex reliability problemsStructural Safety, 1982
- Random Vibration of Hysteretic, Degrading SystemsJournal of the Engineering Mechanics Division, 1981
- An Analysis of TransformationsJournal of the Royal Statistical Society Series B: Statistical Methodology, 1964