Modeling nonlinear flutter behavior of long‐span bridges using knowledge‐enhanced long short‐term memory network

Autonomous detection of damage to multiple steel surfaces from 360° panoramas using deep neural networks

(2021) Cai Luo et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Broad Bayesian learning (BBL) for nonparametric probabilistic modeling with optimized architecture configuration

(2021) Sin‐Chi Kuok et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Mechanical state inversion method for structural performance evaluation of existing suspension bridges using 3D laser scanning

(2021) Yin Zhou et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

A computational framework for finite element modeling of traveling loads on bridges in dynamic regime

(2021) Raffaele De Risi   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

A deep learning‐based image captioning method to automatically generate comprehensive explanations of bridge damage

(2021) Pang‐Jo Chun et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Recursive long short-term memory network for predicting nonlinear structural seismic response

(2021) Zekun Xu et al.   ENGINEERING STRUCTURES

Nonlinear unsteady bridge aerodynamics: Reduced-order modeling based on deep LSTM networks

(2020) Tao Li et al.   JOURNAL OF WIND ENGINEERING AND INDUSTRIAL AERODYNAMICS

An advanced active set L-BFGS algorithm for training weight-constrained neural networks

(2020) Ioannis E. Livieris   NEURAL COMPUTING & APPLICATIONS

Bidirectional LSTM with self-attention mechanism and multi-channel features for sentiment classification

(2020) Weijiang Li et al.   NEUROCOMPUTING

Hidden fluid mechanics: Learning velocity and pressure fields from flow visualizations

(2020) Maziar Raissi et al.   SCIENCE

Automatic detection method of cracks from concrete surface imagery using two‐step light gradient boosting machine

(2020) Pang‐jo Chun et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

A novel long short-term memory neural-network-based self-excited force model of limit cycle oscillations of nonlinear flutter for various aerodynamic configurations

(2020) Wenjie Li et al.   NONLINEAR DYNAMICS

Structure‐aware 3D reconstruction for cable‐stayed bridges: A learning‐based method

(2020) Fangqiao Hu et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Postflutter Analysis of Bridge Decks Using Aerodynamic-Describing Functions

(2020) Mingjie Zhang et al.   Journal of Bridge 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

FEMa: a finite element machine for fast learning

(2019) Danilo R. Pereira et al.   NEURAL COMPUTING & APPLICATIONS

Deep neural network for unsteady aerodynamic and aeroelastic modeling across multiple Mach numbers

(2019) Kai Li et al.   NONLINEAR DYNAMICS

A dynamic ensemble learning algorithm for neural networks

(2019) Kazi Md. Rokibul Alam et al.   NEURAL COMPUTING & APPLICATIONS

A deep learning algorithm for simulating autonomous driving considering prior knowledge and temporal information

(2019) Sikai Chen et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Deep long short-term memory networks for nonlinear structural seismic response prediction

(2019) Ruiyang Zhang et al.   COMPUTERS & STRUCTURES

Knowledge-enhanced deep learning for simulation of tropical cyclone boundary-layer winds

(2019) Reda Snaiki et al.   JOURNAL OF WIND ENGINEERING AND INDUSTRIAL AERODYNAMICS

Real‐time crack assessment using deep neural networks with wall‐climbing unmanned aerial system

(2019) Shang Jiang et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Characterization of vibration amplitude of nonlinear bridge flutter from section model test to full bridge estimation

(2019) Bo Wu et al.   JOURNAL OF WIND ENGINEERING AND INDUSTRIAL AERODYNAMICS

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

Deep learning based image recognition for crack and leakage defects of metro shield tunnel

(2018) Hong-wei Huang et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

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

Autonomous concrete crack detection using deep fully convolutional neural network

(2018) Cao Vu Dung et al.   AUTOMATION IN CONSTRUCTION

Numerical explorations of the limit cycle flutter characteristics of a bridge deck

(2017) Xuyong Ying et al.   JOURNAL OF WIND ENGINEERING AND INDUSTRIAL AERODYNAMICS

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

A New Neural Dynamic Classification Algorithm

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

Time series k -means: A new k -means type smooth subspace clustering for time series data

(2016) Xiaohui Huang et al.   INFORMATION SCIENCES

Reynolds averaged turbulence modelling using deep neural networks with embedded invariance

(2016) Julia Ling et al.   JOURNAL OF FLUID MECHANICS

A nonlinear analysis framework for bluff-body aerodynamics: A Volterra representation of the solution of Navier-Stokes equations

(2015) Teng Wu et al.   JOURNAL OF FLUIDS AND STRUCTURES

Buffeting Analysis of a Cable-Stayed Bridge Using Three-Dimensional Computational Fluid Dynamics

(2014) Byeong-Cheol Kim et al.   Journal of Bridge Engineering

Aerodynamics and Aeroelasticity of Cable-Supported Bridges: Identification of Nonlinear Features

(2013) Teng Wu et al.   JOURNAL OF ENGINEERING MECHANICS

Revisiting Convolution Scheme in Bridge Aerodynamics: Comparison of Step and Impulse Response Functions

(2013) Teng Wu et al.   JOURNAL OF ENGINEERING MECHANICS

Nonlinear Aerodynamic and Aeroelastic Analysis of Bridges: Frequency Domain Approach

(2013) Luigi Carassale et al.   JOURNAL OF ENGINEERING MECHANICS

Bridge aerodynamics and aeroelasticity: A comparison of modeling schemes

(2013) Teng Wu et al.   JOURNAL OF FLUIDS AND STRUCTURES

Wind tunnel experiments on unstable self-excited vibration of sectional girders

(2013) Radomil Král et al.   JOURNAL OF FLUIDS AND STRUCTURES

Simulation of nonlinear bridge aerodynamics: A sparse third-order Volterra model

(2013) Teng Wu et al.   JOURNAL OF SOUND AND VIBRATION

Modeling hysteretic nonlinear behavior of bridge aerodynamics via cellular automata nested neural network

(2011) Teng Wu et al.   JOURNAL OF WIND ENGINEERING AND INDUSTRIAL AERODYNAMICS

Nonmonotone BFGS-trained recurrent neural networks for temporal sequence processing

(2010) Chun-Cheng Peng et al.   APPLIED MATHEMATICS AND COMPUTATION

A new numerical approach to reproduce bridge aerodynamic non-linearities in time domain

(2008) G. Diana et al.   JOURNAL OF WIND ENGINEERING AND INDUSTRIAL AERODYNAMICS