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 …
increasing attention and investigations in recent decades for many symmetrical engineering …
An advanced mixed-degree cubature formula for reliability analysis
Efficient assessment of mechanical system reliability subject to arbitrary probability
distributions and dependent input parameters signifies an important yet challenging task. To …
distributions and dependent input parameters signifies an important yet challenging task. To …
A new bivariate dimension reduction method for efficient structural reliability analysis
This paper presents a new bivariate dimension reduction method (BDRM) for statistical
moments evaluation and structural reliability analysis with accuracy and efficiency. A high …
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
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 …
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
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 …
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
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 …
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
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 …
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
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 …
propagation analysis. First, the contribution-degree analysis is performed to classify the …
Adaptive Bayesian quadrature based statistical moments estimation for structural reliability analysis
An efficient method for structural reliability analysis is presented, which combines the
statistical moments estimation and a versatile probability distribution model, ie, the shifted …
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
Statistical moment estimations of the performance function with the aim of balancing
accuracy and efficiency still remains a challenge for moment-based structural reliability …
accuracy and efficiency still remains a challenge for moment-based structural reliability …