Technical Papers
Feb 6, 2023

Efficient Method for Approximating the Joint Extreme Value Distribution of Multivariate Stationary Gaussian Processes

Publication: Journal of Engineering Mechanics
Volume 149, Issue 4

Abstract

The joint extreme value distribution (JEVD) of multivariate random processes is important for evaluating the system reliability of a structure subjected to random vibrations. There are very limited analytical approaches for predicting the JEVD, and these approaches are only computationally viable for problems up to three dimensions. This paper presents an efficient approximate method, which is not limited to low-dimensional problems, for estimating the JEVD of multivariate stationary Gaussian processes. The proposed method modifies an existing method by using the Gauss-Legendre quadrature to evaluate the extreme value correlation coefficients under the bivariate Poisson assumption. Then, the JEVD is approximated using the Nataf transformation. The effectiveness of the proposed method is demonstrated via two numerical examples. The first example concerns the airgap problem of an offshore structure subjected to random waves, in which the extreme wave elevations are evaluated at six locations, and failure is defined as threshold exceedance for any location. The second example is a random vibration problem comprising a three degrees-of-freedom system. Previous studies focused on series system reliability; here three system reliabilities are examined, including series, parallel, and hybrid systems. The proposed method solves the problems efficiently, and it is found to provide an accurate prediction of the JEVD by comparison with Monte Carlo simulation.

Get full access to this article

View all available purchase options and get full access to this article.

Data Availability Statement

All data, models, or code that support the findings of this study are available from the corresponding author upon reasonable request.

Acknowledgments

The study is partially supported by China Scholarship Council (Grant No. 202006370005). The anonymous reviewers are gratefully acknowledged for their constructive criticisms of the original version of the paper.

References

Abramowitz, M., and I. E. Stegun. 1972. Handbook of mathematical functions. New York: Dover.
Ambetkar, V., R. Kuppa, and S. Gupta. 2016. “A saddlepoint approach to estimating joint extreme value distributions for vector non-stationary Gaussian processes.” Appl. Ocean Res. 58 (Jun): 178–188. https://doi.org/10.1016/j.apor.2016.04.005.
Barltrop, N. D. P., and A. J. Adams. 1991. Dynamics of fixed marine structures. London: Marine Technology Directorate Limited/Butterworth–Heinemann.
Belyaev, Y. K. 1968. “On the number of exits across the boundary of a region by a vector stochastic process.” Theory Probab. Appl. 13 (2): 320–324. https://doi.org/10.1137/1113036.
Clough, R. W., and J. Penzien. 2003. Dynamic of structures. New York: McGraw-Hill.
Cramer, H., and M. R. Leadbetter. 1967. Stationary and related stochastic processes: Sample function properties and their applications. New York: Wiley.
Ditlevsen, O. 1984. “First outcrossing probability bounds.” J. Eng. Mech. 110 (2): 282–292. https://doi.org/10.1061/(ASCE)0733-9399(1984)110:2(282).
Forristall, G. Z. 2006. “Maximum wave heights over an area and the air gap problem.” In Proc., 25th Int. Conf. on Offshore Mechanics and Arctic Engineering, 11–15. New York: ASME.
Grigoriu, M. 1984. “Crossings of non-Gaussian translation processes.” J. Eng. Mech. 110 (4): 610–620. https://doi.org/10.1061/(ASCE)0733-9399(1984)110:4(610).
Gupta, S., and C. S. Manohar. 2005. “Multivariate extreme value distributions for random vibration applications.” J. Eng. Mech. 131 (7): 712–720. https://doi.org/10.1061/(ASCE)0733-9399(2005)131:7(712).
Gupta, S., and P. van Gelder. 2007. “Extreme value distributions for nonlinear transformations of vector Gaussian processes.” Probab. Eng. Mech. 22 (2): 136.
Hagen, O. 1992. “Conditional and joint failure surface crossing of stochastic processes.” J. Eng. Mech. 118 (9): 1814–1839. https://doi.org/10.1061/(ASCE)0733-9399(1992)118:9(1814).
Hagen, O., and L. Tvedt. 1991. “Vector process out-crossing as parallel system sensitivity measure.” J. Eng. Mech. 117 (10): 2201–2220. https://doi.org/10.1061/(ASCE)0733-9399(1991)117:10(2201).
Higham, N. J. 1988. “Computing the nearest symmetric positive semidefinite matrix.” Linear Algebra Appl. 103 (May): 103–118. https://doi.org/10.1016/0024-3795(88)90223-6.
Johnson, N. L., and S. Kotz. 1969. Discrete distributions. New York: Wiley.
Leira, B. J. 1994. “Multivariate distributions of maxima and extremes for Gaussian vector-processes.” Struct. Saf. 14 (4): 247–265. https://doi.org/10.1016/0167-4730(94)90014-0.
Leira, B. J. 2003. “Extremes of Gaussian and non-Gaussian vector processes: A geometric approach.” Struct. Saf. 25 (4): 401–422. https://doi.org/10.1016/S0167-4730(03)00017-1.
Liu, P. L., and A. Der Kiureghian. 1986. “Multivariate distribution models with prescribed marginals and covariances.” Probab. Eng. Mech. 1 (2): 105–112. https://doi.org/10.1016/0266-8920(86)90033-0.
Low, Y. M. 2009. “Efficient vector outcrossing analysis of the excursion of a moored vessel.” Probab. Eng. Mech. 24 (4): 565–576. https://doi.org/10.1016/j.probengmech.2009.04.002.
Lutes, L. D., and S. Sarkani. 2004. Random vibrations: Analysis of structural and mechanical systems. Burlington, MA: Butterworth–Heinemann.
McWilliam, S. 2004. “Joint statistics of combined first and second order random processes.” Probab. Eng. Mech. 19 (1): 145–154. https://doi.org/10.1016/j.probengmech.2003.11.011.
Naess, A. 1989. “A study of linear combination of load effects.” J. Sound Vib. 129 (1): 83–98. https://doi.org/10.1016/0022-460X(89)90537-3.
Naess, A. 2001. “Crossing rate statistics of quadratic transformations of Gaussian processes.” Probab. Eng. Mech. 16 (3): 209–217. https://doi.org/10.1016/S0266-8920(01)00003-0.
Naess, A., and H. C. Karlsen. 2004. “Numerical calculation of the level crossing rate of second order stochastic Volterra systems.” Probab. Eng. Mech. 19 (1): 155–160. https://doi.org/10.1016/j.probengmech.2003.11.012.
Rice, S. O. 1944. “Mathematical analysis of random noise.” Bell Syst. Tech. J. 23 (3): 282–332. https://doi.org/10.1002/j.1538-7305.1944.tb00874.x.
Schweizer, B., and E. F. Wolff. 1981. “On nonparametric measures of dependence for random variables.” Ann. Stat. 9 (4): 879–885. https://doi.org/10.1214/aos/1176345528.
Song, J., and A. Der Kiureghian. 2006. “Joint first-passage probability and reliability of systems under stochastic excitation.” J. Eng. Mech. 132 (1): 65–77. https://doi.org/10.1061/(ASCE)0733-9399(2006)132:1(65).
Soyluk, K. 2004. “Comparison of random vibration methods for multi-support seismic excitation analysis of long-span bridges.” Eng. Struct. 26 (11): 1573–1583. https://doi.org/10.1016/j.engstruct.2004.05.016.
Veneziano, D., M. Grigoriu, and C. A. Cornell. 1977. “Vector-process models for system reliability.” J. Eng. Mech. Div. 103 (3): 441–460. https://doi.org/10.1061/JMCEA3.0002239.
Wen, Y. K., and H.-C. Chen. 1989. “System reliability under time varying loads: I.” J. Eng. Mech. 115 (4): 808–823. https://doi.org/10.1061/(ASCE)0733-9399(1989)115:4(808).
Zhao, Z., Z.-H. Lu, C.-Q. Li, and Y.-G. Zhao. 2021. “Dynamic reliability analysis for non-stationary non-Gaussian response based on the bivariate vector translation process.” Probab. Eng. Mech. 66 (Oct): 103143. https://doi.org/10.1016/j.probengmech.2021.103143.

Information & Authors

Information

Published In

Go to Journal of Engineering Mechanics
Journal of Engineering Mechanics
Volume 149Issue 4April 2023

History

Received: Jul 24, 2022
Accepted: Dec 13, 2022
Published online: Feb 6, 2023
Published in print: Apr 1, 2023
Discussion open until: Jul 6, 2023

Permissions

Request permissions for this article.

ASCE Technical Topics:

Authors

Affiliations

Zhao Zhao
Ph.D. Candidate, Dept. of Civil and Environmental Engineering, National Univ. of Singapore, 1 Engineering Dr. 2, Singapore 117576.
Ying Min Low [email protected]
Associate Professor, Dept. of Civil and Environmental Engineering, National Univ. of Singapore, 1 Engineering Dr. 2, Singapore 117576 (corresponding author). Email: [email protected]

Metrics & Citations

Metrics

Citations

Download citation

If you have the appropriate software installed, you can download article citation data to the citation manager of your choice. Simply select your manager software from the list below and click Download.

View Options

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Media

Figures

Other

Tables

Share

Share

Copy the content Link

Share with email

Email a colleague

Share