Early damage detection by an innovative unsupervised learning method based on kernel null space and peak‐over‐threshold

On model-based damage detection by an enhanced sensitivity function of modal flexibility and LSMR-Tikhonov method under incomplete noisy modal data

(2020) Hassan Sarmadi et al.   ENGINEERING WITH COMPUTERS

Big Data Analytics and Structural Health Monitoring: A Statistical Pattern Recognition-Based Approach

(2020) Alireza Entezami et al.   SENSORS

Propagative broad learning for nonparametric modeling of ambient effects on structural health indicators

(2020) Sin-Chi Kuok et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Anomaly Identification of Structural Health Monitoring Data Using Dynamic Independent Component Analysis

(2020) Hai-Bin Huang et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

Structural health monitoring using extremely compressed data through deep learning

(2019) Mohsen Azimi et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Machine learning based novelty detection using modal analysis

(2019) Ali I. Ozdagli et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Vibration‐based semantic damage segmentation for large‐scale structural health monitoring

(2019) Seyed Omid Sajedi et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

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

Energy-based damage localization under ambient vibration and non-stationary signals by ensemble empirical mode decomposition and Mahalanobis-squared distance

(2019) Hassan Sarmadi et al.   JOURNAL OF VIBRATION AND CONTROL

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

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

A novel unsupervised deep learning model for global and local health condition assessment of structures

(2018) Mohammad Hossein Rafiei et al.   ENGINEERING STRUCTURES

A comparison of linear approaches to filter out environmental effects in structural health monitoring

(2018) A. Deraemaeker et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Multitask Sparse Bayesian Learning with Applications in Structural Health Monitoring

(2018) Yong Huang et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Modal frequency-environmental condition relation development using long-term structural health monitoring measurement: Uncertainty quantification, sparse feature selection and multivariate prediction

(2018) He-Qing Mu et al.   MEASUREMENT

Data-driven damage diagnosis under environmental and operational variability by novel statistical pattern recognition methods

(2018) Alireza Entezami et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Vibration-based damage detection for structural connections using incomplete modal data by Bayesian approach and model reduction technique

(2017) Tao Yin et al.   ENGINEERING STRUCTURES

Agglomerative concentric hypersphere clustering applied to structural damage detection

(2017) Moisés Silva et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Peaks Over Threshold–based detector design for structural health monitoring: Application to aerospace structures

(2017) Marc Rébillat et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Sequential surrogate modeling for efficient finite element model updating

(2016) Seung-Seop Jin et al.   COMPUTERS & STRUCTURES

Machine learning algorithms for damage detection: Kernel-based approaches

(2016) Adam Santos et al.   JOURNAL OF SOUND AND VIBRATION

A machine-learning approach for structural damage detection using least square support vector machine based on a new combinational kernel function

(2016) Ramin Ghiasi et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Synchrosqueezed wavelet transform-fractality model for locating, detecting, and quantifying damage in smart highrise building structures

(2015) Juan P Amezquita-Sanchez et al.   Smart Materials and Structures

On-line unsupervised detection of early damage

(2015) João P. Santos et al.   Structural Control & Health Monitoring

Signal Processing Techniques for Vibration-Based Health Monitoring of Smart Structures

(2014) Juan Pablo Amezquita-Sanchez et al.   ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING

Localized Structural Damage Detection: A Change Point Analysis

(2014) M. B. Nigro et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Two methods of selecting Gaussian kernel parameters for one-class SVM and their application to fault detection

(2014) Yingchao Xiao et al.   KNOWLEDGE-BASED SYSTEMS

Output-only structural health monitoring in changing environmental conditions by means of nonlinear system identification

(2013) Edwin Reynders et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Fully automated (operational) modal analysis

(2012) Edwin Reynders et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Environmental effects on the identified natural frequencies of the Dowling Hall Footbridge

(2011) Peter Moser et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Distinguishing between sensor fault, structural damage, and environmental or operational effects in structural health monitoring

(2011) Jyrki Kullaa   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Influence of the Autoregressive Model Order on Damage Detection

(2010) Eloi Figueiredo et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Fault detection based on Kernel Principal Component Analysis

(2010) Viet Ha Nguyen et al.   ENGINEERING STRUCTURES

A discussion on mean excess plots

(2010) Souvik Ghosh et al.   STOCHASTIC PROCESSES AND THEIR APPLICATIONS

Uncertainty and Sensitivity Analysis of Damage Identification Results Obtained Using Finite Element Model Updating

(2009) Babak Moaveni et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING