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Modern Monte Carlo methods for efficient uncertainty quantification and propagation: A survey
J Zhang - Wiley Interdisciplinary Reviews: Computational …, 2021 - Wiley Online Library
Uncertainty quantification (UQ) includes the characterization, integration, and propagation of
uncertainties that result from stochastic variations and a lack of knowledge or data in the …
uncertainties that result from stochastic variations and a lack of knowledge or data in the …
Engineering analysis with probability boxes: A review on computational methods
The consideration of imprecise probability in engineering analysis to account for missing,
vague or incomplete data in the description of model uncertainties is a fast-growing field of …
vague or incomplete data in the description of model uncertainties is a fast-growing field of …
An efficient reliability analysis method for structures with hybrid time-dependent uncertainty
Performing time-dependent reliability analysis is an effective way to estimate the failure
probability of structural system throughout its lifetime. In the engineering practices, uncertain …
probability of structural system throughout its lifetime. In the engineering practices, uncertain …
Estimation of failure probability function under imprecise probabilities by active learning–augmented probabilistic integration
Imprecise probabilities have gained increasing popularity for quantitatively modeling
uncertainty under incomplete information in various fields. However, it is still a …
uncertainty under incomplete information in various fields. However, it is still a …
Non-intrusive stochastic analysis with parameterized imprecise probability models: II. Reliability and rare events analysis
Structural reliability analysis for rare failure events in the presence of hybrid uncertainties is
a challenging task drawing increasing attentions in both academic and engineering fields …
a challenging task drawing increasing attentions in both academic and engineering fields …
Bounding the first excursion probability of linear structures subjected to imprecise stochastic loading
This paper presents a highly efficient and accurate approach to determine the bounds on the
first excursion probability of a linear structure that is subjected to an imprecise stochastic …
first excursion probability of a linear structure that is subjected to an imprecise stochastic …
Polymorphic uncertainty quantification for engineering structures via a hyperplane modelling technique
This paper proposes a hyperplane modelling technique aided polymorphic uncertainty
quantification strategy for various engineering applications. Accumulative experiences from …
quantification strategy for various engineering applications. Accumulative experiences from …
[HTML][HTML] Efficient reliability analysis of complex systems in consideration of imprecision
In this work, the reliability of complex systems under consideration of imprecision is
addressed. By joining two methods coming from different fields, namely, structural reliability …
addressed. By joining two methods coming from different fields, namely, structural reliability …
Differentiating effects of input aleatory and epistemic uncertainties on system output: A separating sensitivity analysis approach
M Wu, T **ahou, J Chen, Y Liu - Mechanical Systems and Signal …, 2022 - Elsevier
Sensitivity analysis (SA), aiming at identifying and prioritizing the most influential inputs to
output, has been extensively investigated in simulation-based system design under …
output, has been extensively investigated in simulation-based system design under …
Fully decoupled reliability-based design optimization of structural systems subject to uncertain loads
Reliability-based optimization (RBO) offers the possibility of finding the best design for a
system according to a prescribed criterion while explicitly taking into account the effects of …
system according to a prescribed criterion while explicitly taking into account the effects of …