Attention-based LSTM (AttLSTM) neural network for Seismic Response Modeling of Bridges

An effective framework for real-time structural damage detection using one-dimensional convolutional gated recurrent unit neural network and high performance computing

(2022) Tam T. Truong et al.   OCEAN ENGINEERING

Multi-objective optimization of multi-directional functionally graded beams using an effective deep feedforward neural network-SMPSO algorithm

(2021) Tam T. Truong et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

A multi-scale attention neural network for sensor location selection and nonlinear structural seismic response prediction

(2021) Teng Li et al.   COMPUTERS & STRUCTURES

Deep learning for nonlinear seismic responses prediction of subway station

(2021) Pengfei Huang et al.   ENGINEERING STRUCTURES

Geometric Attention Regularization Enhancing Convolutional Neural Networks for Bridge Rubber Bearing Damage Assessment

(2021) Mida Cui et al.   JOURNAL OF PERFORMANCE OF CONSTRUCTED FACILITIES

Joint damage detection of structures with noisy data by an effective deep learning framework using autoencoder-convolutional gated recurrent unit

(2021) Tam T. Truong et al.   OCEAN ENGINEERING

A long short-term memory based deep learning algorithm for seismic response uncertainty quantification

(2021) Anirban Kundu et al.   PROBABILISTIC ENGINEERING MECHANICS

A deep feed-forward neural network for damage detection in functionally graded carbon nanotube-reinforced composite plates using modal kinetic energy

(2021) Huy Q. Le et al.   Frontiers of Structural and Civil Engineering

Prediction of aeroelastic response of bridge decks using artificial neural networks

(2020) Tajammal Abbas et al.   COMPUTERS & STRUCTURES

Physics-guided convolutional neural network (PhyCNN) for data-driven seismic response modeling

(2020) Ruiyang Zhang et al.   ENGINEERING STRUCTURES

Bayesian dynamic forecasting of structural strain response using structural health monitoring data

(2020) Y.W. Wang et al.   Structural Control & Health Monitoring

Physics-informed multi-LSTM networks for metamodeling of nonlinear structures

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

Experimental and numerical investigations on seismic performance of RC bridge piers considering buckling and low-cycle fatigue of high-strength steel bars

(2020) Yang Ding et al.   ENGINEERING STRUCTURES

DynNet: Physics-based neural architecture design for nonlinear structural response modeling and prediction

(2020) Soheil Sadeghi Eshkevari et al.   ENGINEERING STRUCTURES

PhyGeoNet: Physics-informed geometry-adaptive convolutional neural networks for solving parameterized steady-state PDEs on irregular domain

(2020) Han Gao et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Time series estimation based on deep Learning for structural dynamic nonlinear prediction

(2020) Hong Peng et al.   Structures

EA-LSTM: Evolutionary attention-based LSTM for time series prediction

(2019) Youru Li et al.   KNOWLEDGE-BASED SYSTEMS

Bidirectional LSTM with attention mechanism and convolutional layer for text classification

(2019) Gang Liu et al.   NEUROCOMPUTING

Prediction of blast induced ground vibration (BIGV) of quarry mining using hybrid genetic algorithm optimized artificial neural network

(2019) Yousef Azimi et al.   MEASUREMENT

Dynamic wind response of tall buildings using artificial neural network

(2019) T.J. Nikose et al.   STRUCTURAL DESIGN OF TALL AND SPECIAL BUILDINGS

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

(2019) Ruiyang Zhang et al.   COMPUTERS & STRUCTURES

Modeling and forecasting of temperature-induced strain of a long-span bridge using an improved Bayesian dynamic linear model

(2019) Hao Wang et al.   ENGINEERING STRUCTURES

Neural network-based seismic response prediction model for building structures using artificial earthquakes

(2019) Byung Kwan Oh et al.   JOURNAL OF SOUND AND VIBRATION

Least-Square-Support-Vector-Machine-based approach to obtain displacement from measured acceleration

(2018) Jale Tezcan et al.   ADVANCES IN ENGINEERING SOFTWARE

Maintenance Cost Optimization for Bridge Structures Using System Reliability Analysis and Genetic Algorithms

(2018) Farzad Ghodoosi et al.   JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT

Data-driven modeling of vortex-induced vibration of a long-span suspension bridge using decision tree learning and support vector regression

(2018) Shanwu Li et al.   JOURNAL OF WIND ENGINEERING AND INDUSTRIAL AERODYNAMICS

A new baseline correction method for near-fault strong-motion records based on the target final displacement

(2018) Yuanzheng Lin et al.   SOIL DYNAMICS AND EARTHQUAKE ENGINEERING

Maintenance Cost Optimization for Bridge Structures Using System Reliability Analysis and Genetic Algorithms

(2018) Farzad Ghodoosi et al.   JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT

Deep Convolutional Neural Network for Structural Dynamic Response Estimation and System Identification

(2018) Rih-Teng Wu et al.   JOURNAL OF ENGINEERING MECHANICS

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

Occlusion Aware Facial Expression Recognition Using CNN With Attention Mechanism

(2018) Yong Li et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Seismic Vulnerability Analysis of RC Bridges Based on Kriging Model

(2017) Yuye Zhang et al.   JOURNAL OF EARTHQUAKE ENGINEERING

An improved substructural damage detection approach of shear structure based on ARMAX model residual

(2015) Liu Mei et al.   Structural Control & Health Monitoring

Nonlinear dynamic analysis of Meloland Road Overpass using three-dimensional continuum modeling approach

(2013) Amin Rahmani et al.   SOIL DYNAMICS AND EARTHQUAKE ENGINEERING

Benchmark structural control problem for a seismically excited highway bridge-Part I: Phase I Problem definition

(2009) Anil Agrawal et al.   Structural Control & Health Monitoring

NGA Project Strong-Motion Database

(2008) Brian Chiou et al.   EARTHQUAKE SPECTRA

Prediction of seismic-induced structural damage using artificial neural networks

(2008) Oliver Richard de Lautour et al.   ENGINEERING STRUCTURES

Seismic Analysis of Meloland Road Overcrossing Using Multiplatform Simulation Software Including SSI

(2008) Oh-Sung Kwon et al.   JOURNAL OF STRUCTURAL ENGINEERING