Recent advances in surrogate modeling methods for uncertainty quantification and propagation

C Wang, X Qiang, M Xu, T Wu - Symmetry, 2022 - mdpi.com
Surrogate-model-assisted uncertainty treatment practices have been the subject of
increasing attention and investigations in recent decades for many symmetrical engineering …

An advanced mixed-degree cubature formula for reliability analysis

D Zhang, S Shen, C Jiang, X Han, Q Li - Computer Methods in Applied …, 2022 - Elsevier
Efficient assessment of mechanical system reliability subject to arbitrary probability
distributions and dependent input parameters signifies an important yet challenging task. To …

A new bivariate dimension reduction method for efficient structural reliability analysis

J Xu, C Dang - Mechanical Systems and Signal Processing, 2019 - Elsevier
This paper presents a new bivariate dimension reduction method (BDRM) for statistical
moments evaluation and structural reliability analysis with accuracy and efficiency. A high …

An efficient reliability method combining adaptive global metamodel and probability density evolution method

T Zhou, Y Peng, J Li - Mechanical Systems and Signal Processing, 2019 - Elsevier
An efficient reliability method, ie, AGM-PDEM, is presented which combines the adaptive
global metamodel (AGM) and the probability density evolution method (PDEM). The global …

Adaptive scaled unscented transformation for highly efficient structural reliability analysis by maximum entropy method

J Xu, F Kong - Structural Safety, 2019 - Elsevier
The approximation of the probability density function (PDF) of the performance function,
especially for the tail distribution, is of paramount importance in structural reliability analysis …

A cubature collocation based sparse polynomial chaos expansion for efficient structural reliability analysis

J Xu, F Kong - Structural Safety, 2018 - Elsevier
Polynomial chaos expansion (PCE) is widely used to build a surrogate meta-model of the
performance function for structural reliability analysis. The number of terms to be determined …

Generalized distribution reconstruction based on the inversion of characteristic function curve for structural reliability analysis

J Xu, J Song, Q Yu, F Kong - Reliability Engineering & System Safety, 2023 - Elsevier
Recovering the probability distribution of the performance function with an arbitrary shape is
still a difficult task for structural reliability analysis. Since working with the characteristic …

A novel hybrid cubature formula with Pearson system for efficient moment-based uncertainty propagation analysis

J Xu, Y Zhang, C Dang - Mechanical Systems and Signal Processing, 2020 - Elsevier
In this paper, a novel hybrid cubature formula is proposed for moment-based uncertainty
propagation analysis. First, the contribution-degree analysis is performed to classify the …

Adaptive Bayesian quadrature based statistical moments estimation for structural reliability analysis

T Zhou, Y Peng - Reliability Engineering & System Safety, 2020 - Elsevier
An efficient method for structural reliability analysis is presented, which combines the
statistical moments estimation and a versatile probability distribution model, ie, the shifted …

An improved adaptive bivariate dimension-reduction method for efficient statistical moment and reliability evaluations

C Ding, J Xu - Mechanical Systems and Signal Processing, 2021 - Elsevier
Statistical moment estimations of the performance function with the aim of balancing
accuracy and efficiency still remains a challenge for moment-based structural reliability …