Toward data anomaly detection for automated structural health monitoring: Exploiting generative adversarial nets and autoencoders

The State of the Art of Data Science and Engineering in Structural Health Monitoring

(2019) Yuequan Bao et al.   Engineering

Pattern recognition framework using asynchronous discrete binary data for condition and damage assessment in plate-like structures

(2019) Hadi Salehi et al.   JOURNAL OF INTELLIGENT MATERIAL SYSTEMS AND STRUCTURES

Prediction of long-term temperature effect in structural health monitoring of concrete dams using support vector machines with Jaya optimizer and salp swarm algorithms

(2019) Fei Kang et al.   ADVANCES IN ENGINEERING SOFTWARE

Sensor fault management techniques for wireless smart sensor networks in structural health monitoring

(2019) Yuguang Fu et al.   Structural Control & Health Monitoring

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

Automated modal identification using principal component and cluster analysis: Application to a long‐span cable‐stayed bridge

(2019) Jian‐Xiao Mao et al.   Structural Control & Health Monitoring

An efficient compression of ECG signals using deep convolutional autoencoders

(2018) Ozal Yildirim et al.   Cognitive Systems Research

Blind Modal Identification Using Limited Sensors through Modified Sparse Component Analysis by Time-Frequency Method

(2018) Xiao-Jun Yao et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Structural damage identification based on autoencoder neural networks and deep learning

(2018) Chathurdara Sri Nadith Pathirage et al.   ENGINEERING STRUCTURES

Deep Convolutional Autoencoder for Radar-Based Classification of Similar Aided and Unaided Human Activities

(2018) Mehmet Saygin Seyfioglu et al.   IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS

Damage Detection of Seismically Excited Buildings Based on Prediction Errors

(2018) Chia-Ming Chang et al.   JOURNAL OF AEROSPACE 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

A review on the application of deep learning in system health management

(2018) Samir Khan et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Residual Error Based Anomaly Detection Using Auto-Encoder in SMD Machine Sound

(2018) Dong Oh et al.   SENSORS

Investigation of dynamic properties of long-span cable-stayed bridges based on one-year monitoring data under normal operating condition

(2018) Jian-Xiao Mao et al.   Structural Control & Health Monitoring

Computer vision and deep learning–based data anomaly detection method for structural health monitoring

(2018) Yuequan Bao et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

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

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

Bayesian multi-task learning methodology for reconstruction of structural health monitoring data

(2018) Hua-Ping Wan et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Fatigue Reliability Assessment of a Long-Span Cable-Stayed Bridge Based on One-Year Monitoring Strain Data

(2018) Jian-Xiao Mao et al.   Journal of Bridge Engineering

Convolutional neural network-based data anomaly detection method using multiple information for structural health monitoring

(2018) Zhiyi Tang et al.   Structural Control & Health Monitoring

Development of sensor validation methodologies for structural health monitoring: A comprehensive review

(2017) Ting-Hua Yi et al.   MEASUREMENT

A model-based approach for statistical assessment of detection and localization performance of guided wave–based imaging techniques

(2017) Jérémy Moriot et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Structural health monitoring system for Sutong Cable-stayed Bridge

(2016) Hao Wang et al.   Smart Structures and Systems

Building Energy Doctors: An SPC and Kalman Filter-Based Method for System-Level Fault Detection in HVAC Systems

(2013) Biao Sun et al.   IEEE Transactions on Automation Science and Engineering

Detection and Diagnosis of Faults in Induction Motor Using an Improved Artificial Ant Clustering Technique

(2012) Abdenour Soualhi et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Comparative Study on Buffeting Performance of Sutong Bridge Based on Design and Measured Spectrum

(2012) Hao Wang et al.   Journal of Bridge Engineering

Vibration based structural health monitoring of an arch bridge: From automated OMA to damage detection

(2011) F. Magalhães et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Anomaly detection in monitoring sensor data for preventive maintenance

(2010) Julien Rabatel et al.   EXPERT SYSTEMS WITH APPLICATIONS

Anomaly detection

(2009) Varun Chandola et al.   ACM COMPUTING SURVEYS

Sensor validation using minimum mean square error estimation

(2009) Jyrki Kullaa   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Training neural network classifiers for medical decision making: The effects of imbalanced datasets on classification performance

(2007) Maciej A. Mazurowski et al.   NEURAL NETWORKS