Multifidelity approach for data‐driven prediction models of structural behaviors with limited data

Active learning method for risk assessment of distributed infrastructure systems

(2021) Agam Tomar et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Efficient training of physics‐informed neural networks via importance sampling

(2021) Mohammad Amin Nabian et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Implementing ensemble learning methods to predict the shear strength of RC deep beams with/without web reinforcements

(2021) De-Cheng Feng et al.   ENGINEERING STRUCTURES

Development of data-driven prediction model for CFRP-steel bond strength by implementing ensemble learning algorithms

(2021) Shi-Zhi Chen et al.   CONSTRUCTION AND BUILDING MATERIALS

Ensemble learning based approach for FRP-concrete bond strength prediction

(2021) Shi-Zhi Chen et al.   CONSTRUCTION AND BUILDING MATERIALS

Reliability-based vehicle weight limit determination for urban bridge network subjected to stochastic traffic flow considering vehicle-bridge coupling

(2021) Shi-Zhi Chen et al.   ENGINEERING STRUCTURES

Probabilistic Model Based on Bayesian Model Averaging for Predicting the Plastic Hinge Lengths of Reinforced Concrete Columns

(2021) De-Cheng Feng et al.   JOURNAL OF ENGINEERING MECHANICS

Structural sensing with deep learning: Strain estimation from acceleration data for fatigue assessment

(2020) Nur Sila Gulgec et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Machine learning and image processing approaches for estimating concrete surface roughness using basic cameras

(2020) Alireza Valikhani et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Tunnel condition assessment via cloud model-based random forests and self-training approach

(2020) Mengqi Zhu et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Real‐time regional seismic damage assessment framework based on long short‐term memory neural network

(2020) Yongjia Xu et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Reducing the effect of sample bias for small data sets with double‐weighted support vector transfer regression

(2020) Huan Luo et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Multi-fidelity deep neural network surrogate model for aerodynamic shape optimization

(2020) Xinshuai Zhang et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Data-Driven Approach to Predict the Plastic Hinge Length of Reinforced Concrete Columns and Its Application

(2020) De-Cheng Feng et al.   JOURNAL OF STRUCTURAL ENGINEERING

A locally weighted machine learning model for generalized prediction of drift capacity in seismic vulnerability assessments

(2019) Huan Luo et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Application of deep learning based multi-fidelity surrogate model to robust aerodynamic design optimization

(2019) Jun Tao et al.   AEROSPACE SCIENCE AND TECHNOLOGY

A composite neural network that learns from multi-fidelity data: Application to function approximation and inverse PDE problems

(2019) Xuhui Meng et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Multifidelity Gaussian Process Model Integrating Low- and High-Fidelity Data Considering Censoring

(2019) Min Li et al.   JOURNAL OF STRUCTURAL ENGINEERING

Emerging artificial intelligence methods in structural engineering

(2018) Hadi Salehi et al.   ENGINEERING STRUCTURES

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

(2018) Mohammad Hossein Rafiei et al.   ENGINEERING STRUCTURES

Recurrent neural network model with Bayesian training and mutual information for response prediction of large buildings

(2018) Carlos A. Perez-Ramirez et al.   ENGINEERING STRUCTURES

A novel methodology for modal parameters identification of large smart structures using MUSIC, empirical wavelet transform, and Hilbert transform

(2017) Juan P. Amezquita-Sanchez et al.   ENGINEERING STRUCTURES

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

Neural Network, Machine Learning, and Evolutionary Approaches for Concrete Material Characterization

(2016) Mohammad H. Rafiei et al.   ACI MATERIALS JOURNAL

New method for modal identification of super high-rise building structures using discretized synchrosqueezed wavelet and Hilbert transforms

(2016) Zhijun Li et al.   STRUCTURAL DESIGN OF TALL AND SPECIAL BUILDINGS

Some considerations regarding the use of multi-fidelity Kriging in the construction of surrogate models

(2014) David J. J. Toal   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Defect Detection in Reinforced Concrete Using Random Neural Architectures

(2013) J.B. Butcher et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

A comparison of model selection methods for compressive strength prediction of high-performance concrete using neural networks

(2010) Marek Słoński   COMPUTERS & STRUCTURES

Recurrent Neural Network for Approximate Earthquake Time and Location Prediction Using Multiple Seismicity Indicators

(2009) Ashif Panakkat et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

A probabilistic neural network for earthquake magnitude prediction

(2009) Hojjat Adeli et al.   NEURAL NETWORKS

A multilevel approach to single- and multiobjective aerodynamic optimization

(2008) Ioannis C. Kampolis et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING