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

A novel deep convolution multi-adversarial domain adaptation model for rolling bearing fault diagnosis

(2022) Lanjun Wan et al.   MEASUREMENT

Dynamics‐based cross‐domain structural damage detection through deep transfer learning

(2021) Yi‐zhou Lin 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

A fault diagnosis method based on one-dimensional data enhancement and convolutional neural network

(2021) Yunyao Long et al.   MEASUREMENT

Modeling relationships for field strain data under thermal effects using functional data analysis

(2021) Huachen Jiang et al.   MEASUREMENT

A kNN algorithm for locating and quantifying stiffness loss in a bridge from the forced vibration due to a truck crossing at low speed

(2021) Kun Feng et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Machine‐learning‐based methods for output‐only structural modal identification

(2021) Dawei Liu et al.   Structural Control & Health Monitoring

Automated structural design of shear wall residential buildings using generative adversarial networks

(2021) Wenjie Liao et al.   AUTOMATION IN CONSTRUCTION

A simple data augmentation algorithm and a self-adaptive convolutional architecture for few-shot fault diagnosis under different working conditions

(2020) Tianhao Hu et al.   MEASUREMENT

An Approach towards Increasing Prediction Accuracy for the Recovery of Missing IoT Data based on the GRNN-SGTM Ensemble

(2020) Roman Tkachenko et al.   SENSORS

Dynamic response reconstruction for structural health monitoring using densely connected convolutional networks

(2020) Gao Fan et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Generative adversarial network for road damage detection

(2020) Hiroya Maeda et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Digital modeling on the nonlinear mapping between multi‐source monitoring data of in‐service bridges

(2020) Hanwei Zhao et al.   Structural Control & Health Monitoring

A hybrid method coupling empirical mode decomposition and a long short-term memory network to predict missing measured signal data of SHM systems

(2020) Linchao Li 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

An approach towards missing data management using improved GRNN-SGTM ensemble method

(2020) Ivan Izonin et al.   Engineering Science and Technology-An International Journal-JESTECH

Recovery of Missing Sensor Data with GRNN-based Cascade Scheme

(2020) Roman Tkachenko et al.   International Journal of Sensors, Wireless Communications and Control

Deep leaf‐bootstrapping generative adversarial network for structural image data augmentation

(2019) Yuqing Gao et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

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

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

Times-series data augmentation and deep learning for construction equipment activity recognition

(2019) Khandakar M. Rashid et al.   ADVANCED ENGINEERING INFORMATICS

Image-based concrete crack detection in tunnels using deep fully convolutional networks

(2019) Yupeng Ren et al.   CONSTRUCTION AND BUILDING MATERIALS

Data Augmentation with Suboptimal Warping for Time-Series Classification

(2019) Krzysztof Kamycki et al.   SENSORS

Evaluation of bridge support condition using bridge responses

(2018) Young-Soo Park et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

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

(2018) Hua-Ping Wan 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

Big Data for condition evaluation of constructed bridges

(2017) Yail J. Kim et al.   ENGINEERING STRUCTURES

Bridge-Deflection Estimation through Inclinometer Data Considering Structural Damages

(2017) W. Zhang et al.   Journal of Bridge Engineering

Restoring method for missing data of spatial structural stress monitoring based on correlation

(2017) Zeyu Zhang et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Structural health monitoring of the Jiangyin Bridge: system upgrade and data analysis

(2013) H.F. Zhou et al.   Smart Structures and Systems

Compressive sampling–based data loss recovery for wireless sensor networks used in civil structural health monitoring

(2012) Yuequan Bao et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Structural health monitoring and reliability estimation: Long span truss bridge application with environmental monitoring data

(2008) F. Necati Catbas et al.   ENGINEERING STRUCTURES