Review and application of artificial neural networks models in reliability analysis of steel structures

AA Chojaczyk, AP Teixeira, LC Neves, JB Cardoso… - Structural safety, 2015 - Elsevier
This paper presents a survey on the development and use of Artificial Neural Network (ANN)
models in structural reliability analysis. The survey identifies the different types of ANNs, the …

[图书][B] Stochastic finite element methods and reliability: a state-of-the-art report

B Sudret, A Der Kiureghian - 2000 - researchgate.net
Modeling a mechanical system can be defined as the mathematical idealization of the
physical processes governing its evolution. This requires the definitions of basic variables …

Neural-network-based reliability analysis: a comparative study

JE Hurtado, DA Alvarez - Computer methods in applied mechanics and …, 2001 - Elsevier
A study on the applicability of different kinds of neural networks for the probabilistic analysis
of structures, when the sources of randomness can be modeled as random variables, is …

Meta-model-based importance sampling for reliability sensitivity analysis

V Dubourg, B Sudret - Structural Safety, 2014 - Elsevier
Reliability sensitivity analysis aims at studying the influence of the parameters in the
probabilistic model onto the probability of failure of a given system. Such an influence may …

Analysis of one-dimensional stochastic finite elements using neural networks

JE Hurtado - Probabilistic Engineering Mechanics, 2002 - Elsevier
This paper explores the applicability of neural networks for analyzing the uncertainty spread
of structural responses under the presence of one-dimensional random fields. Specifically …

Neural networks in stochastic mechanics

JE Hurtado - Archives of Computational Methods in Engineering, 2001 - Springer
A state of art on the application of neural networks in Stochastic Mechanics is presented.
The use of these Artificial Intelligence numerical devices is almost exclusively carried out in …

Intelligent computational schemes for designing more seismic damage-tolerant structures

H Azizsoltani, A Haldar - Journal of Earthquake Engineering, 2020 - Taylor & Francis
ABSTRACT A novel concept of multiple deterministic analyses is proposed to design safer
and more damage-tolerant structures for seismic excitation. The underlying risk is estimated …

Evolution of the probability distribution function of shovel–dumper combination in open cast limestone mine using RWB and ANN: a case study

NSH Kumar, RP Choudhary, CSN Murthy - Modeling Earth Systems and …, 2019 - Springer
This newsletter affords a new analytic calculation for the shovel–dumper combination in
open cast limestone mine evolution of the only and two galaxy probability density function …

A novel concept for reliability evaluation using multiple deterministic analyses

R Farag, A Haldar - INAE Letters, 2016 - Springer
A novel reliability analysis concept for large Structural/Mechanical systems represented by
finite elements using multiple deterministic analyses is presented in this paper. The intent is …

Zastosowania sztucznych sieci neuronowych w mechanice i inżynierii

M Lefik - Zeszyty Naukowe. Rozprawy Naukowe/Politechnika …, 2005 - infona.pl
W prezentowanej pracy można wyróżnić dwa podstawowe obszary tematyczne. Pierwszy z
nich to użycie sieci neuronowych warstwowych do modelowania konstytutywnego oraz do …