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

A Data-Driven Damage Identification Framework Based on Transmissibility Function Datasets and One-Dimensional Convolutional Neural Networks: Verification on a Structural Health Monitoring Benchmark Structure

(2020) Tongwei Liu et al.   SENSORS

A review of vibration-based damage detection in civil structures: From traditional methods to Machine Learning and Deep Learning applications

(2020) Onur Avci et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

An accurate and efficient algorithm for the simulation of fatigue crack growth based on XFEM and combined approximations

(2018) S.Z. Feng et al.   APPLIED MATHEMATICAL MODELLING

Deep Transfer Learning for Image-Based Structural Damage Recognition

(2018) Yuqing Gao et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Bayesian Modeling Approach for Forecast of Structural Stress Response Using Structural Health Monitoring Data

(2018) Hua-Ping Wan et al.   JOURNAL OF STRUCTURAL ENGINEERING

1-D CNNs for structural damage detection: Verification on a structural health monitoring benchmark data

(2018) Osama Abdeljaber et al.   NEUROCOMPUTING

Convolutional neural networks for automated damage recognition and damage type identification

(2018) Ceena Modarres et al.   Structural Control & Health Monitoring

Bayesian Modeling Approach for Forecast of Structural Stress Response Using Structural Health Monitoring Data

(2018) Hua-Ping Wan et al.   JOURNAL OF STRUCTURAL ENGINEERING

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

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

Dynamic fracture analysis of the soil-structure interaction system using the scaled boundary finite element method

(2017) Denghong Chen et al.   ENGINEERING ANALYSIS WITH BOUNDARY ELEMENTS

Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

(2017) Shaoqing Ren et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Vision-based structural displacement measurement: System performance evaluation and influence factor analysis

(2016) X.W. Ye et al.   MEASUREMENT

ImageNet Large Scale Visual Recognition Challenge

(2015) Olga Russakovsky et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Seismic Analysis of Masonry Gravity Dams Using the Discrete Element Method: Implementation and Application

(2015) Eduardo M. Bretas et al.   JOURNAL OF EARTHQUAKE ENGINEERING

Deep learning

(2015) Yann LeCun et al.   NATURE

Corrosion fatigue effects on life estimation of deteriorated bridges under vehicle impacts

(2014) W. Zhang et al.   ENGINEERING STRUCTURES

Structural health monitoring of a cable-stayed bridge with Bayesian neural networks

(2014) Stefania Arangio et al.   Structure and Infrastructure Engineering

Monitoring of typhoon effects on a super-tall building in Hong Kong

(2013) Q. S. Li et al.   Structural Control & Health Monitoring

Neural network based prediction schemes of the non-linear seismic response of 3D buildings

(2011) Nikos D. Lagaros et al.   ADVANCES IN ENGINEERING SOFTWARE

Bayesian neural networks for bridge integrity assessment

(2010) S. Arangio et al.   Structural Control & Health Monitoring