PINN-FORM: a new physics-informed neural network for reliability analysis with partial differential equation

Z Meng, Q Qian, M Xu, B Yu, AR Yıldız… - Computer Methods in …, 2023 - Elsevier
The first-order reliability method (FORM) is commonly used in the field of structural reliability
analysis, which transforms the reliability analysis problem into the solution of an optimization …

Hybrid and enhanced PSO: Novel first order reliability method-based hybrid intelligent approaches

SP Zhu, B Keshtegar, MEAB Seghier, E Zio… - Computer Methods in …, 2022 - Elsevier
Computing the sensitivity vector in the traditional first order reliability method may provide
inaccurate reliability outcomes for discrete performance functions and inefficient …

A systematic review of structural reliability methods for deformation and fatigue analysis of offshore jacket structures

AA Shittu, A Kolios, A Mehmanparast - Metals, 2020 - mdpi.com
This paper presents the state of the art in Structural Reliability Analysis (SRA) methods with
a view of identifying key applications of each method and its proposed variations, qualifying …

Adaptive kriging-based efficient reliability method for structural systems with multiple failure modes and mixed variables

NC Xiao, K Yuan, C Zhou - Computer Methods in Applied Mechanics and …, 2020 - Elsevier
The reliability analysis of structural systems with multiple failure modes and mixed variables
is a critical problem because of complex nonlinear correlations among failure modes (or …

New efficient and robust method for structural reliability analysis and its application in reliability-based design optimization

M Yang, D Zhang, X Han - Computer Methods in Applied Mechanics and …, 2020 - Elsevier
Due to its advantages of simplicity and high efficiency, Hasofer–Lind and Rackwitz–Fiessler
(HL–RF) method is widely used in structural reliability analysis. However, it may encounter …

Novel probabilistic model for searching most probable point in structural reliability analysis

SP Zhu, B Keshtegar, S Chakraborty… - Computer Methods in …, 2020 - Elsevier
Abstract The Most Probable Point (MPP) is typically searched by transforming the basic
random variables from original to standard normal space in the traditional first order …

Adaptive conjugate single-loop method for efficient reliability-based design and topology optimization

Z Meng, B Keshtegar - Computer Methods in Applied Mechanics and …, 2019 - Elsevier
The single-loop approach (SLA) for reliability-based design optimization (RBDO) is one of
the most efficient schemes for optimization problems with linear and weak nonlinear …

On reliability analysis method through rotational sparse grid nodes

J Wu, D Zhang, C Jiang, X Han, Q Li - Mechanical Systems and Signal …, 2021 - Elsevier
This study aims to develop a rotational sparse grid (R-SPGR) method for statistical moment
evaluation and structural reliability analysis with enhanced accuracy and efficiency. The …

[HTML][HTML] Efficient reliability analysis based on adaptive sequential sampling design and cross-validation

NC Xiao, MJ Zuo, W Guo - Applied Mathematical Modelling, 2018 - Elsevier
Surrogate-models have proven to be an effective strategy for structural systems with
expensive-to-evaluate simulations and are very useful for structural reliability analysis. Many …

Novel efficient method for structural reliability analysis using hybrid nonlinear conjugate map-based support vector regression

B Keshtegar, MEAB Seghier, E Zio… - Computer Methods in …, 2021 - Elsevier
The estimation of the failure probability for complex systems is a crucial issue for
sustainability. Reliability analysis methods are needed to be developed to provide accurate …