Vibration-based multiclass damage detection and localization using long short-term memory networks

Machine learning regression approaches for predicting the ultimate buckling load of variable-stiffness composite cylinders

(2021) A. Kaveh et al.   ACTA MECHANICA

An improved time-varying empirical mode decomposition for structural condition assessment using limited sensors

(2021) Premjeet Singh et al.   ENGINEERING STRUCTURES

Limited sensor-based bridge condition assessment using vehicle-induced nonstationary measurements

(2021) Premjeet Singh et al.   Structures

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

Review of Bridge Structural Health Monitoring Aided by Big Data and Artificial Intelligence: From Condition Assessment to Damage Detection

(2020) Limin Sun et al.   JOURNAL OF STRUCTURAL ENGINEERING

Data-Driven Structural Health Monitoring and Damage Detection through Deep Learning: State-of-the-Art Review

(2020) Mohsen Azimi et al.   SENSORS

Empirical mode decomposition and its variants: a review with applications in structural health monitoring

(2020) Mohamed Barbosh et al.   Smart Materials and Structures

One-dimensional convolutional neural network-based damage detection in structural joints

(2020) Smriti Sharma et al.   Journal of Civil Structural Health Monitoring

A systematic review of convolutional neural network-based structural condition assessment techniques

(2020) Sandeep Sony et al.   ENGINEERING STRUCTURES

A literature review of next-generation smart sensing technology in structural health monitoring

(2019) Sandeep Sony et al.   Structural Control & Health Monitoring

Structural Health Monitoring System for Remote Inspection of Material Failure

(2019) Mitsuhiro Okayasu et al.   JOURNAL OF NONDESTRUCTIVE EVALUATION

Structural health monitoring of an operational bridge: A case study

(2019) Marco Gatti   ENGINEERING STRUCTURES

Deep learning for data anomaly detection and data compression of a long‐span suspension bridge

(2019) FuTao Ni et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Toward Compressed Sensing of Structural Monitoring Data Using Discrete Cosine Transform

(2019) Nawaf Almasri et al.   JOURNAL OF COMPUTING IN CIVIL 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

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

(2018) Osama Abdeljaber et al.   NEUROCOMPUTING

Structural health monitoring: Closing the gap between research and industrial deployment

(2018) Peter Cawley   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

A Survey on Deep Learning

(2018) Samira Pouyanfar et al.   ACM COMPUTING SURVEYS

Image-based post-disaster inspection of reinforced concrete bridge systems using deep learning with Bayesian optimization

(2018) Xiao Liang   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

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

Vibration-based structural health monitoring under changing environmental conditions using Kalman filtering

(2018) Kalil Erazo et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Real-time vibration-based structural damage detection using one-dimensional convolutional neural networks

(2017) Osama Abdeljaber et al.   JOURNAL OF SOUND AND VIBRATION

A review of output-only structural mode identification literature employing blind source separation methods

(2017) A. Sadhu et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Structural health monitoring by using a sparse coding-based deep learning algorithm with wireless sensor networks

(2014) Junqi Guo et al.   Personal and Ubiquitous Computing

Toward Data-Driven Structural Health Monitoring: Application of Machine Learning and Signal Processing to Damage Detection

(2012) Yujie Ying et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

System identification in structural engineering

(2012) G.F. Sirca et al.   Scientia Iranica

Hybrid Time-Frequency Blind Source Separation Towards Ambient System Identification of Structures

(2011) B. Hazra et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING