A literature review: Generative adversarial networks for civil structural health monitoring

Toward a general unsupervised novelty detection framework in structural health monitoring

(2022) Mohammad Hesam Soleimani‐Babakamali et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Crack Detection Based on Generative Adversarial Networks and Deep Learning

(2022) Gongfa Chen et al.   KSCE Journal of Civil Engineering

Data Loss Reconstruction Method for a Bridge Weigh-in-Motion System Using Generative Adversarial Networks

(2022) Yizhou Zhuang et al.   SENSORS

Deep learning and data augmentation based data imputation for structural health monitoring system in multi-sensor damaged state

(2022) Jiale Hou et al.   MEASUREMENT

A system reliability approach to real-time unsupervised structural health monitoring without prior information

(2022) Mohammad Hesam Soleimani-Babakamali et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

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

(2022) Kang Yang et al.   Structural Control & Health Monitoring

LiDAR-Based Structural Health Monitoring: Applications in Civil Infrastructure Systems

(2022) Elise Kaartinen et al.   SENSORS

Vision‐based displacement measurement enhanced by super‐resolution using generative adversarial networks

(2022) Chujin Sun et al.   Structural Control & Health Monitoring

Attention-based generative adversarial network with internal damage segmentation using thermography

(2022) Rahmat Ali et al.   AUTOMATION IN CONSTRUCTION

Multiclass damage detection in concrete structures using a transfer learning‐based generative adversarial networks

(2022) Kyle Dunphy et al.   Structural Control & Health Monitoring

Generative adversarial networks for labeled acceleration data augmentation for structural damage detection

(2022) Furkan Luleci et al.   Journal of Civil Structural Health Monitoring

Probabilistic vehicle weight estimation using physics‐constrained generative adversarial network

(2021) Yang Yu et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Data driven structural dynamic response reconstruction using segment based generative adversarial networks

(2021) Gao Fan et al.   ENGINEERING STRUCTURES

The PRISMA 2020 statement: an updated guideline for reporting systematic reviews

(2021) Matthew J. Page et al.   Systematic Reviews

Balanced semisupervised generative adversarial network for damage assessment from low‐data imbalanced‐class regime

(2021) Yuqing Gao et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Highly accurate protein structure prediction with AlphaFold

(2021) John Jumper et al.   NATURE

Generative Adversarial Network for Damage Identification in Civil Structures

(2021) Zahra Rastin et al.   SHOCK AND VIBRATION

A general framework for supervised structural health monitoring and sensor output validation mitigating data imbalance with generative adversarial networks-generated high-dimensional features

(2021) Mohammad Hesam Soleimani-Babakamali et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

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

Non-contact structural displacement measurement using Unmanned Aerial Vehicles and video-based systems

(2021) D. Ribeiro et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

A Wasserstein generative adversarial network-based approach for real-time track irregularity estimation using vehicle dynamic responses

(2021) Zhandong Yuan et al.   VEHICLE SYSTEM DYNAMICS

Enhancement of Multi-Class Structural Defect Recognition Using Generative Adversarial Network

(2021) Hyunkyu Shin et al.   Sustainability

On the application of generative adversarial networks for nonlinear modal analysis

(2021) G. Tsialiamanis et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Self-Supervised Structure Learning for Crack Detection Based on Cycle-Consistent Generative Adversarial Networks

(2020) Kaige Zhang et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

EEG Signal Reconstruction Using a Generative Adversarial Network With Wasserstein Distance and Temporal-Spatial-Frequency Loss

(2020) Tian-jian Luo et al.   Frontiers in Neuroinformatics

DNAE-GAN: Noise-free acoustic signal generator by integrating autoencoder and generative adversarial network

(2020) Ping-Huan Kuo et al.   International Journal of Distributed Sensor Networks

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

A review of computer vision–based structural health monitoring at local and global levels

(2020) Chuan-Zhi Dong et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Automated Defect Quantification in Concrete Bridges Using Robotics and Deep Learning

(2020) Evan McLaughlin et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

Deep Learning–Based Enhancement of Motion Blurred UAV Concrete Crack Images

(2020) Yiqing Liu et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

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

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

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

Recovering compressed images for automatic crack segmentation using generative models

(2020) Yong Huang et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Post-Disaster Building Damage Detection from Earth Observation Imagery Using Unsupervised and Transferable Anomaly Detecting Generative Adversarial Networks

(2020) Sofia Tilon et al.   Remote Sensing

A Generative Adversarial Network Model for Simulating Various Types of Human-Induced Loads

(2019) Jiecheng Xiong et al.   International Journal of Structural Stability and Dynamics

Intelligent Fault Diagnosis Method Based on Full 1-D Convolutional Generative Adversarial Network

(2019) Qingwen Guo et al.   IEEE Transactions on Industrial Informatics

Computer vision for SHM of civil infrastructure: From dynamic response measurement to damage detection – A review

(2018) Dongming Feng et al.   ENGINEERING STRUCTURES

Application of improved least-square generative adversarial networks for rail crack detection by AE technique

(2018) Kangwei Wang et al.   NEUROCOMPUTING

Wireless Mobile Sensor Network for the System Identification of a Space Frame Bridge

(2012) Dapeng Zhu et al.   IEEE-ASME TRANSACTIONS ON MECHATRONICS

Multiple Complementary Nondestructive Evaluation Technologies for Condition Assessment of Concrete Bridge Decks

(2010) Nenad Gucunski et al.   TRANSPORTATION RESEARCH RECORD