Deep convolutional neural networks for uncertainty propagation in random fields

Deep Learning for Accelerated Seismic Reliability Analysis of Transportation Networks

(2018) Mohammad Amin Nabian 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

Bayesian deep convolutional encoder–decoder networks for surrogate modeling and uncertainty quantification

(2018) Yinhao Zhu et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Automatic Pixel-Level Crack Detection and Measurement Using Fully Convolutional Network

(2018) Xincong Yang et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Multitask Sparse Bayesian Learning with Applications in Structural Health Monitoring

(2018) Yong Huang et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

DGM: A deep learning algorithm for solving partial differential equations

(2018) Justin Sirignano et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Deep convolutional encoder-decoder networks for uncertainty quantification of dynamic multiphase flow in heterogeneous media

(2018) Shaoxing Mo et al.   WATER RESOURCES RESEARCH

Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations

(2018) M. Raissi et al.   JOURNAL OF COMPUTATIONAL PHYSICS

SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation

(2017) Vijay Badrinarayanan et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

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

Modeling geometric imperfections for reticulated shell structures using random field theory

(2016) Gengbo Chen et al.   ENGINEERING STRUCTURES

Image Super-Resolution Using Deep Convolutional Networks

(2016) Chao Dong et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Vision-Based Automated Crack Detection for Bridge Inspection

(2015) Chul Min Yeum et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Special Section on Multidisciplinary Design Optimization: Metamodeling in Multidisciplinary Design Optimization: How Far Have We Really Come?

(2014) Felipe A. C. Viana et al.   AIAA JOURNAL

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

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

Imprecise probabilities in engineering analyses

(2013) Michael Beer et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Sparse tensor discretizations of high-dimensional parametric and stochastic PDEs

(2011) Christoph Schwab et al.   ACTA NUMERICA

Fuzzy Monte Carlo Simulation and Risk Assessment in Construction

(2009) N. Sadeghi et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Numerical simulation of wind effects: A probabilistic perspective

(2008) Ahsan Kareem   JOURNAL OF WIND ENGINEERING AND INDUSTRIAL AERODYNAMICS