Deep Learning for Accelerated Seismic Reliability Analysis of Transportation Networks

Competitive probabilistic neural network

(2017) Yasha Zeinali 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

Accelerated Monte Carlo system reliability analysis through machine-learning-based surrogate models of network connectivity

(2017) R.E. Stern et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

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

Summary of the GK15 Ground‐Motion Prediction Equation for Horizontal PGA and 5% Damped PSA from Shallow Crustal Continental Earthquakes

(2016) Vladimir Graizer et al.   BULLETIN OF THE SEISMOLOGICAL SOCIETY OF AMERICA

Ground Motion Prediction Equation Development by Heterogeneous Bayesian Learning

(2016) He-Qing Mu et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

A Novel Machine Learning Model for Estimation of Sale Prices of Real Estate Units

(2016) Mohammad Hossein Rafiei et al.   JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT

A Novel Machine Learning Model for Estimation of Sale Prices of Real Estate Units

(2016) Mohammad Hossein Rafiei et al.   JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT

Selection of Ground Motion Prediction Equations for the Global Earthquake Model

(2015) Jonathan P. Stewart et al.   EARTHQUAKE SPECTRA

Measuring the Performance of Transportation Infrastructure Systems in Disasters: A Comprehensive Review

(2015) Reza Faturechi et al.   Journal of Infrastructure Systems

Deep learning

(2015) Yann LeCun et al.   NATURE

XSEDE: Accelerating Scientific Discovery

(2014) John Towns et al.   COMPUTING IN SCIENCE & ENGINEERING

Alternate capacity reliability measures for transportation networks

(2012) Anthony Chen et al.   JOURNAL OF ADVANCED TRANSPORTATION

Reliability-based design optimization using kriging surrogates and subset simulation

(2011) Vincent Dubourg et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Generalized bridge network performance analysis with correlation and time-variant reliability

(2011) Paolo Bocchini et al.   STRUCTURAL SAFETY

A stochastic computational framework for the joint transportation network fragility analysis and traffic flow distribution under extreme events

(2010) Paolo Bocchini et al.   PROBABILISTIC ENGINEERING MECHANICS

Adaptive-sparse polynomial chaos expansion for reliability analysis and design of complex engineering systems

(2010) Chao Hu et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Serviceability Assessment of a Municipal Water System Under Spatially Correlated Seismic Intensities

(2009) Takao Adachi et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

A two-stage stochastic programming model for transportation network protection

(2008) Changzheng Liu et al.   COMPUTERS & OPERATIONS RESEARCH

Matrix-based system reliability method and applications to bridge networks

(2008) Won-Hee Kang et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

ORBIT: Optimization by Radial Basis Function Interpolation in Trust-Regions

(2008) Stefan M. Wild et al.   SIAM JOURNAL ON SCIENTIFIC COMPUTING

Structural reliability analysis using Monte Carlo simulation and neural networks

(2007) João B. Cardoso et al.   ADVANCES IN ENGINEERING SOFTWARE

An integrated AHP–DEA methodology for bridge risk assessment

(2007) Ying-Ming Wang et al.   COMPUTERS & INDUSTRIAL ENGINEERING

Doubly uncertain transportation network: Degradable capacity and stochastic demand

(2007) Barbara W.Y. Siu et al.   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH

A new artificial neural network-based response surface method for structural reliability analysis

(2007) Jin Cheng et al.   PROBABILISTIC ENGINEERING MECHANICS