Probability and interval hybrid reliability analysis based on adaptive local approximation of projection outlines using support vector machine

Deep Transfer Learning for Image-Based Structural Damage Recognition

(2018) Yuqing Gao et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

End-to-End Deep Learning Methodology for Real-Time Traffic Network Management

(2018) Hossein Hashemi et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Deep Learning for Accelerated Seismic Reliability Analysis of Transportation Networks

(2018) Mohammad Amin Nabian et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

A Fast Detection Method via Region-Based Fully Convolutional Neural Networks for Shield Tunnel Lining Defects

(2018) Yadong Xue et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

A novel unsupervised deep learning model for global and local health condition assessment of structures

(2018) Mohammad Hossein Rafiei et al.   ENGINEERING STRUCTURES

Regional parallel structure based CNN for thermal infrared face identification

(2018) Peng Wang et al.   INTEGRATED COMPUTER-AIDED ENGINEERING

Vehicle type detection by ensembles of convolutional neural networks operating on super resolved images

(2018) Miguel A. Molina-Cabello et al.   INTEGRATED COMPUTER-AIDED ENGINEERING

Estimation of the lower and upper bounds on the probability of failure using subset simulation and random set theory

(2018) Diego A. Alvarez et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Reliability analysis of motion mechanism under three types of hybrid uncertainties

(2018) Wenxuan Wang et al.   MECHANISM AND MACHINE THEORY

RM5Tree: Radial basis M5 model tree for accurate structural reliability analysis

(2018) Behrooz Keshtegar et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

An active-learning algorithm that combines sparse polynomial chaos expansions and bootstrap for structural reliability analysis

(2018) Stefano Marelli et al.   STRUCTURAL SAFETY

Enhanced probabilistic neural network with local decision circles: A robust classifier

(2018) Mehran Ahmadlou et al.   INTEGRATED COMPUTER-AIDED ENGINEERING

A scalable approach based on deep learning for big data time series forecasting

(2018) J.F. Torres et al.   INTEGRATED COMPUTER-AIDED ENGINEERING

Layer multiplexing FPGA implementation for deep back-propagation learning

(2017) Francisco Ortega-Zamorano et al.   INTEGRATED COMPUTER-AIDED ENGINEERING

Image recognition with deep neural networks in presence of noise – Dealing with and taking advantage of distortions

(2017) Michał Koziarski et al.   INTEGRATED COMPUTER-AIDED ENGINEERING

Independent Component Analysis-Support Vector Machine-Based Computer-Aided Diagnosis System for Alzheimer’s with Visual Support

(2017) Laila Khedher et al.   International Journal of Neural Systems

A Realistic Seizure Prediction Study Based on Multiclass SVM

(2017) Bruno Direito et al.   International Journal of Neural Systems

NEEWS: A novel earthquake early warning model using neural dynamic classification and neural dynamic optimization

(2017) Mohammad Hossein Rafiei et al.   SOIL DYNAMICS AND EARTHQUAKE ENGINEERING

A novel machine learning-based algorithm to detect damage in high-rise building structures

(2017) Mohammad Hossein Rafiei et al.   STRUCTURAL DESIGN OF TALL AND SPECIAL BUILDINGS

An efficient reliability method combining adaptive Support Vector Machine and Monte Carlo Simulation

(2017) Qiujing Pan et al.   STRUCTURAL SAFETY

A Gaussian process-based dynamic surrogate model for complex engineering structural reliability analysis

(2017) Guoshao Su et al.   STRUCTURAL SAFETY

Structural reliability analysis based on probability and probability box hybrid model

(2017) Xin Liu et al.   STRUCTURAL SAFETY

A New Neural Dynamic Classification Algorithm

(2017) Mohammad Hossein Rafiei et al.   IEEE Transactions on Neural Networks and Learning Systems

Unified reliability analysis by active learning Kriging model combining with random-set based Monte Carlo simulation method

(2016) Xufeng Yang et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Reliability Analysis in the Presence of Aleatory and Epistemic Uncertainties, Application to the Prediction of a Launch Vehicle Fallout Zone

(2016) Loïc Brevault et al.   JOURNAL OF MECHANICAL DESIGN

A hybrid approach combining uniform design and support vector machine to probabilistic tunnel stability assessment

(2016) Xiang Li et al.   STRUCTURAL SAFETY

A new sampling strategy for SVM-based response surface for structural reliability analysis

(2015) Umberto Alibrandi et al.   PROBABILISTIC ENGINEERING MECHANICS

An Adaptive Wavelet Frame Neural Network Method for Efficient Reliability Analysis

(2014) Hongzhe Dai et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

A Multiwavelet Neural Network-Based Response Surface Method for Structural Reliability Analysis

(2014) Hongzhe Dai et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

An active learning kriging model for hybrid reliability analysis with both random and interval variables

(2014) Xufeng Yang et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Reliability Assessment with Fuzzy Random Variables Using Interval Monte Carlo Simulation

(2013) Ehsan Jahani et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Interval multi-objective optimisation of structures using adaptive Kriging approximations

(2013) Fangyi Li et al.   COMPUTERS & STRUCTURES

A novel evidence-theory-based reliability analysis method for structures with epistemic uncertainty

(2013) C. Jiang et al.   COMPUTERS & STRUCTURES

Interval uncertain method for multibody mechanical systems using Chebyshev inclusion functions

(2013) Jinglai Wu et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Structural reliability analysis using non-probabilistic convex model

(2012) C. Jiang et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Multicut-High Dimensional Model Representation for Structural Reliability Bounds Estimation Under Mixed Uncertainties

(2012) A. S. Balu et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Structural Analysis with Fuzzy Data and Neural Network Based Material Description

(2012) W. Graf et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Structural Reliability Assessment by Local Approximation of Limit State Functions Using Adaptive Markov Chain Simulation and Support Vector Regression

(2012) Hongzhe Dai et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Adaptive virtual support vector machine for reliability analysis of high-dimensional problems

(2012) Hyeongjin Song et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Mixed aleatory-epistemic uncertainty quantification with stochastic expansions and optimization-based interval estimation

(2011) M.S. Eldred et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Assessing small failure probabilities by combined subset simulation and Support Vector Machines

(2011) J.-M. Bourinet et al.   STRUCTURAL SAFETY

AK-MCS: An active learning reliability method combining Kriging and Monte Carlo Simulation

(2011) B. Echard et al.   STRUCTURAL SAFETY

The reliability analysis of probabilistic and interval hybrid structural system

(2010) Jun Wang et al.   APPLIED MATHEMATICAL MODELLING

The interval estimation of reliability for probabilistic and non-probabilistic hybrid structural system

(2010) Zhiping Qiu et al.   ENGINEERING FAILURE ANALYSIS

An improved adaptive sampling scheme for the construction of explicit boundaries

(2010) Anirban Basudhar et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Structural reliability assessment based on probability and convex set mixed model

(2009) Yangjun Luo et al.   COMPUTERS & STRUCTURES

Reliability sensitivity analysis with random and interval variables

(2009) Jia Guo et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Sequential optimization and reliability assessment for multidisciplinary design optimization under aleatory and epistemic uncertainties

(2009) Xudong Zhang et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Efficient Global Reliability Analysis for Nonlinear Implicit Performance Functions

(2008) B. J. Bichon et al.   AIAA JOURNAL

Adaptive explicit decision functions for probabilistic design and optimization using support vector machines

(2008) Anirban Basudhar et al.   COMPUTERS & STRUCTURES

Unified Uncertainty Analysis by the First Order Reliability Method

(2008) Xiaoping Du   JOURNAL OF MECHANICAL DESIGN

Aleatory or epistemic? Does it matter?

(2008) Armen Der Kiureghian et al.   STRUCTURAL SAFETY