A two‐stage data cleansing method for bridge global positioning system monitoring data based on bi‐direction long and short term memory anomaly identification and conditional generative adversarial networks data repair

Probabilistic principal component analysis‐based anomaly detection for structures with missing data

(2021) Zhi Ma et al.   Structural Control & Health Monitoring

Faulty data detection and classification for bridge structural health monitoring via statistical and deep‐learning approach

(2021) Xudong Jian et al.   Structural Control & Health Monitoring

Continuous missing data imputation with incomplete dataset by generative adversarial networks–based unsupervised learning for long-term bridge health monitoring

(2021) Huachen Jiang et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Simulation-based Anomaly Detection and Damage Localization: An application to Structural Health Monitoring

(2020) Caterina Bigoni et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

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

(2020) Jianxiao Mao et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Lost data reconstruction for structural health monitoring using deep convolutional generative adversarial networks

(2020) Xiaoming Lei et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

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

(2019) Yuequan Bao et al.   Engineering

Lost data recovery for structural health monitoring based on convolutional neural networks

(2019) Gao Fan et al.   Structural Control & Health Monitoring

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

A novel anomaly detection method based on adaptive Mahalanobis-squared distance and one-class kNN rule for structural health monitoring under environmental effects

(2019) Hassan Sarmadi et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Online and Unsupervised Anomaly Detection for Streaming Data Using an Array of Sliding Windows and PDDs

(2019) Lingyu Zhang et al.   IEEE Transactions on Cybernetics

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

Analyzing and modeling inter-sensor relationships for strain monitoring data and missing data imputation: a copula and functional data-analytic approach

(2018) Zhicheng Chen et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

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

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

A wavelet-based despiking algorithm for large data of structural health monitoring

(2018) Yun-Xia Xia et al.   International Journal of Distributed Sensor Networks

LQD-RKHS-based distribution-to-distribution regression methodology for restoring the probability distributions of missing SHM data

(2018) Zhicheng Chen et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

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

(2017) Ting-Hua Yi et al.   MEASUREMENT

A novel distribution regression approach for data loss compensation in structural health monitoring

(2017) Zhicheng Chen et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Harnessing data structure for recovery of randomly missing structural vibration responses time history: Sparse representation versus low-rank structure

(2016) Yongchao Yang et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Compressive sensing-based lost data recovery of fast-moving wireless sensing for structural health monitoring

(2014) Yuequan Bao et al.   Structural Control & Health Monitoring

Detection, identification, and quantification of sensor fault in a sensor network

(2013) Jyrki Kullaa   MECHANICAL SYSTEMS AND SIGNAL PROCESSING