System reliability analysis with saddlepoint approximation

System reliability is usually estimated through component reliability, which is commonly computed by the First Order Reliability Method (FORM). The FORM is computationally efficient, but may not be accurate for nonlinear limit-state functions. An alternative system reliability analysis method is proposed based on saddlepoint approximation. Unlike the FORM that linearizes limit-state functions in a transformed random space, the proposed method linearizes the limited-state functions without any transformation. After the linearization, the joint probability density of limit-state functions is estimated by the multivariate saddlepoint approximation. Without the nonnormal-to-normal transformation, the present method is more accurate than the FORM when the transformation increases the nonlinearity of limit-state functions. As demonstrated in the two examples, the new method is also as efficient as the FORM.

[1]  H. Daniels Saddlepoint Approximations in Statistics , 1954 .

[2]  C. Cornell Bounds on the Reliability of Structural Systems , 1967 .

[3]  A. M. Hasofer,et al.  Exact and Invariant Second-Moment Code Format , 1974 .

[4]  R. Rackwitz,et al.  Structural reliability under combined random load sequences , 1978 .

[5]  O. Ditlevsen Narrow Reliability Bounds for Structural Systems , 1979 .

[6]  S. Rice,et al.  Saddle point approximation for the distribution of the sum of independent random variables , 1980, Advances in Applied Probability.

[7]  Suojin Wang,et al.  Saddlepoint approximations for bivariate distributions , 1990, Journal of Applied Probability.

[8]  Ronald W. Butler,et al.  Saddlepoint Approximations to the CDF of Some Statistics with Nonnormal Limit Distributions , 1993 .

[9]  E. Ronchetti,et al.  General Saddlepoint Approximations of Marginal Densities and Tail Probabilities , 1996 .

[10]  Patrick Marsh,et al.  SADDLEPOINT APPROXIMATIONS FOR NONCENTRAL QUADRATIC FORMS , 1998, Econometric Theory.

[11]  George Casella,et al.  Explaining the Saddlepoint Approximation , 1999 .

[12]  S. Huzurbazar Practical Saddlepoint Approximations , 1999 .

[13]  P. J Laumakis,et al.  Structural reliability and Monte Carlo simulation , 2002 .

[14]  Marvin Rausand,et al.  System Reliability Theory: Models, Statistical Methods, and Applications , 2003 .

[15]  John E. Kolassa Multivariate saddlepoint tail probability approximations , 2003 .

[16]  Junho Song,et al.  Bounds on System Reliability by Linear Programming , 2003 .

[17]  A. Sudjianto,et al.  First-order saddlepoint approximation for reliability analysis , 2004 .

[18]  Xiaoping Du,et al.  A Saddlepoint Approximation Based Simulation Method for Uncertainty Analysis , 2006 .

[19]  Zissimos P. Mourelatos,et al.  A Single-Loop Approach for System Reliability-Based Design Optimization , 2006, DAC 2006.

[20]  Ronald W. Butler Comprar Saddlepoint Approximations with Applications | Ronald W. Butler | 9780521872508 | Cambridge University Press , 2007 .

[21]  Dan M. Frangopol,et al.  Reliability and Optimization of Structural Systems: Assessment, Design, and Life-Cycle Performance , 2007 .

[22]  Yan-Gang Zhao,et al.  A method for computing reliability bound of series structural systems , 2007 .

[23]  R. Butler SADDLEPOINT APPROXIMATIONS WITH APPLICATIONS. , 2007 .

[24]  Marc S. Paolella Intermediate Probability: A Computational Approach , 2007 .

[25]  Xiaoping Du,et al.  Saddlepoint Approximation for Sequential Optimization and Reliability Analysis , 2008 .

[26]  Sankaran Mahadevan,et al.  Design Optimization With System-Level Reliability Constraints , 2008 .

[27]  Xiaoping Du,et al.  Probabilistic uncertainty analysis by mean-value first order Saddlepoint Approximation , 2008, Reliab. Eng. Syst. Saf..

[28]  B. Youn,et al.  Complementary Intersection Method for System Reliability Analysis , 2009 .