Structural Health Monitoring-An International Journal

Article	Citations
A review of computer vision–based structural health monitoring at local and global levels	302
Machine learning and structural health monitoring overview with emerging technology and high-dimensional data source highlights	144
Unsupervised deep learning approach using a deep auto-encoder with a one-class support vector machine to detect damage	141
Machine learning paradigm for structural health monitoring	126
Efficient attention-based deep encoder and decoder for automatic crack segmentation	121
A research on an improved Unet-based concrete crack detection algorithm	115
Toward data anomaly detection for automated structural health monitoring: Exploiting generative adversarial nets and autoencoders	90
A new fault diagnosis method based on adaptive spectrum mode extraction	89
Crack detection of concrete structures using deep convolutional neural networks optimized by enhanced chicken swarm algorithm	78
Lost data reconstruction for structural health monitoring using deep convolutional generative adversarial networks	75
Structural damage identification via physics-guided machine learning: a methodology integrating pattern recognition with finite element model updating	73
Vibration-based damage detection for bridges by deep convolutional denoising autoencoder	68
Data privacy preserving federated transfer learning in machinery fault diagnostics using prior distributions	65
Three decades of statistical pattern recognition paradigm for SHM of bridges	65
An adaptive and efficient variational mode decomposition and its application for bearing fault diagnosis	61
Structural damage detection method based on the complete ensemble empirical mode decomposition with adaptive noise: a model steel truss bridge case study	60
Vision-based automated crack detection using convolutional neural networks for condition assessment of infrastructure	57
Imaging-based crack detection on concrete surfaces using You Only Look Once network	57
Acoustic emission wave classification for rail crack monitoring based on synchrosqueezed wavelet transform and multi-branch convolutional neural network	55
Simulation data driven weakly supervised adversarial domain adaptation approach for intelligent cross-machine fault diagnosis	54
Modified Gaussian convolutional deep belief network and infrared thermal imaging for intelligent fault diagnosis of rotor-bearing system under time-varying speeds	48
Dynamic response reconstruction for structural health monitoring using densely connected convolutional networks	46
Anomaly detection of structural health monitoring data using the maximum likelihood estimation-based Bayesian dynamic linear model	46
Deep neural networks–based damage detection using vibration signals of finite element model and real intact state: An evaluation via a lab-scale offshore jacket structure	45
Bolt-looseness detection by a new percussion-based method using multifractal analysis and gradient boosting decision tree	44

Analytical approach for crack identification of glass fiber reinforced polymer–sea sand concrete composite structures based on strain dissipations	44
Statistics-based baseline-free approach for rapid inspection of delamination in composite structures using ultrasonic guided waves	44
Deep super resolution crack network (SrcNet) for improving computer vision–based automated crack detectability in in situ bridges	43
Bayesian dynamic regression for reconstructing missing data in structural health monitoring	42
A hybrid method coupling empirical mode decomposition and a long short-term memory network to predict missing measured signal data of SHM systems	42
Detecting structural damage under unknown seismic excitation by deep convolutional neural network with wavelet-based transmissibility data	41
Augmented reality for enhanced visual inspection through knowledge-based deep learning	38
Continuous missing data imputation with incomplete dataset by generative adversarial networks–based unsupervised learning for long-term bridge health monitoring	37
Looseness monitoring of multiple M1 bolt joints using multivariate intrinsic multiscale entropy analysis and Lorentz signal-enhanced piezoelectric active sensing	36
Assessment and visualization of performance indicators of reinforced concrete beams by distributed optical fibre sensing	36
A new dam structural response estimation paradigm powered by deep learning and transfer learning techniques	36
Attribute-based structural damage identification by few-shot meta learning with inter-class knowledge transfer	35
A novel data-driven method for structural health monitoring under ambient vibration and high-dimensional features by robust multidimensional scaling	35
Monitoring damage in composite plates from crack initiation to macro-crack propagation combining linear and nonlinear ultrasonic techniques	35
Monitoring deformations of infrastructure networks: A fully automated GIS integration and analysis of InSAR time-series	35
An acoustic-homologous transfer learning approach for acoustic emission–based rail condition evaluation	33
Guided wave–based rail flaw detection technologies: state-of-the-art review	33
The 1st International Project Competition for Structural Health Monitoring (IPC-SHM, 2020): A summary and benchmark problem	32
A review of structural health monitoring of bonded structures using electromechanical impedance spectroscopy	32
Group sparsity-aware convolutional neural network for continuous missing data recovery of structural health monitoring	32
Deep residual network framework for structural health monitoring	31
Techniques of corrosion monitoring of steel rebar in reinforced concrete structures: A review	30
If structure can exclaim: a novel robotic-assisted percussion method for spatial bolt-ball joint looseness detection	30
Post-processing algorithms for distributed optical fiber sensing in structural health monitoring applications	30
Augmented reality for next generation infrastructure inspections	29
Non-parametric empirical machine learning for short-term and long-term structural health monitoring	29
A new approach to health condition identification of rolling bearing using hierarchical dispersion entropy and improved Laplacian score	28
A Bayesian fusion method for composite damage identification using Lamb wave	28
Instant bridge visual inspection using an unmanned aerial vehicle by image capturing and geo-tagging system and deep convolutional neural network	28
A novel intelligent inspection robot with deep stereo vision for three-dimensional concrete damage detection and quantification	28
Combined machine learning–wave propagation approach for monitoring timber mechanical properties under UV aging	27
Investigation on the data augmentation using machine learning algorithms in structural health monitoring information	27
The use of satellite data to support the structural health monitoring in areas affected by slow-moving landslides: a potential application to reinforced concrete buildings	27
A review on diagnostic and prognostic approaches for gears	26
Recent progress in aircraft smart skin for structural health monitoring	26
Damage imaging in skin-stringer composite aircraft panel by ultrasonic-guided waves using deep learning with convolutional neural network	26
An optimized variational mode extraction method for rolling bearing fault diagnosis	26
Optimum wavelet selection for nonparametric analysis toward structural health monitoring for processing big data from sensor network: A comparative study	26
An innovative deep neural network–based approach for internal cavity detection of timber columns using percussion sound	25
Comparative study on the use of acoustic emission and vibration analyses for the bearing fault diagnosis of high-speed trains	25
Performance degradation assessment of wind turbine gearbox based on maximum mean discrepancy and multi-sensor transfer learning	25
A novel adaptive bandwidth selection method for Vold–Kalman filtering and its application in wind turbine planetary gearbox diagnostics	25
Evaluation of acoustic emission source localization accuracy in concrete structures	25
Detection of sand deposition in pipeline using percussion, voice recognition, and support vector machine	25
Damage identification based on convolutional neural network and recurrence graph for beam bridge	24
Dynamic nonlinearities for identification of the breathing crack type damage in reinforced concrete bridges	24
High resolution bolt pre-load looseness monitoring using coda wave interferometry	24
1D-TICapsNet: An audio signal processing algorithm for bolt early looseness detection	23
An effective health indicator for bearing using corrected conditional entropy through diversity-driven multi-parent evolutionary algorithm	23
Robust fault diagnosis of rolling bearing via phase space reconstruction of intrinsic mode functions and neural network under various operating conditions	23

Efficient development of vision-based dense three-dimensional displacement measurement algorithms using physics-based graphics models	23
Structural damage detection based on variational Bayesian inference and delayed rejection adaptive Metropolis algorithm	23
Fusion-based damage diagnostics for stiffened composite panels	22
Impact diagnosis in stiffened structural panels using a deep learning approach	22
Simultaneous pixel-level concrete defect detection and grouping using a fully convolutional model	22
Bayesian dynamic linear model framework for structural health monitoring data forecasting and missing data imputation during typhoon events	22
Hierarchical approach for uncertainty quantification and reliability assessment of guided wave-based structural health monitoring	22
A Bayesian machine learning approach for online detection of railway wheel defects using track-side monitoring	22
A particle swarm optimization–support vector machine hybrid system with acoustic emission on damage degree judgment of carbon fiber reinforced polymer cables	22
Parameter identification of a differentiable Bouc-Wen model using constrained extended Kalman filter	21
Noncontact super-resolution guided wave array imaging of subwavelength defects using a multiscale deep learning approach	21
Deep wavelet sequence-based gated recurrent units for the prognosis of rotating machinery	21
Enabling human–infrastructure interfaces for inspection using augmented reality	21
Distribution adaptation deep transfer learning method for cross-structure health monitoring using guided waves	21
Mechanism of the effect of temperature on frequency based on long-term monitoring of an arch bridge	20
Country-scale InSAR monitoring for settlement and uplift damage calculation in architectural heritage structures	20
A spatial association-coupled double objective support vector machine prediction model for diagnosing the deformation behaviour of high arch dams	20
Bearing fault diagnosis based on teager energy entropy and mean-shift fuzzy C-means	20
Deep learning enhanced principal component analysis for structural health monitoring	20
Deep learning–based roadway crack classification with heterogeneous image data fusion	20
Damage detection on a historic iron bridge using satellite DInSAR data	20
Bolt damage identification based on orientation-aware center point estimation network	20
Acoustic emission source characterisation of chloride-induced corrosion damage in reinforced concrete	20
A comparison of machine learning algorithms for assessment of delamination in fiber-reinforced polymer composite beams	20
A machine learning–based approach for adaptive sparse time–frequency analysis used in structural health monitoring	20
Laboratory investigation of a bridge scour monitoring method using decentralized modal analysis	20
Health condition identification for rolling bearing based on hierarchical multiscale symbolic dynamic entropy and least squares support tensor machine–based binary tree	20
An intelligent algorithm based on evolutionary strategy and clustering algorithm for Lamb wave defect location	20
A dynamic structure-adaptive symbolic approach for slewing bearings’ life prediction under variable working conditions	19
Modulation signal bispectrum with optimized wavelet packet denoising for rolling bearing fault diagnosis	19
A surveillance system for urban buried pipeline subject to third-party threats based on fiber optic sensing and convolutional neural network	18
Acoustic inspection system with unmanned aerial vehicles for wind turbines structure health monitoring	18
Life-cycle management cost analysis of transportation bridges equipped with seismic structural health monitoring systems	18
Probabilistic fatigue assessment of monitored railroad bridge components using long-term response data in a reliability framework	17
Method for removing temperature effect in impedance-based structural health monitoring systems using polynomial regression	17
A mechanical model to interpret distributed fiber optic strain measurement at displacement discontinuities	17
Automated wireless monitoring system for cable tension forces using deep learning	17
Damage monitoring of glass/epoxy laminates with different interply fiber orientation using acoustic emission	17
Probability of detection, localization, and sizing: The evolution of reliability metrics in Structural Health Monitoring	17
Railway defect detection based on track geometry using supervised and unsupervised machine learning	17
Novelty detection of cable-stayed bridges based on cable force correlation exploration using spatiotemporal graph convolutional networks	17
Quantifying the value of information from inspecting and monitoring engineering systems subject to gradual and shock deterioration	17
An iterative method for leakage zone identification in water distribution networks based on machine learning	17
Deep learning-based indirect bridge damage identification system	17
Third harmonic shear horizontal waves for material degradation monitoring	16
Steel bridge corrosion inspection with combined vision and thermographic images	16
An innovative machine learning based framework for water distribution network leakage detection and localization	16
Robust fault diagnosis of rolling bearings via entropy-weighted nuisance attribute projection and neural network under various operating conditions	16
A method for structural monitoring of multispan bridges using satellite InSAR data with uncertainty quantification and its pre-collapse application to the Albiano-Magra Bridge in Italy	16
Multi-feature integration and machine learning for guided wave structural health monitoring: Application to switch rail foot	16
Characterization of multilayer delaminations in composites using wavenumber analysis: numerical and experimental studies	16
Two-stage Bayesian system identification using Gaussian discrepancy model	16
In-situ monitoring of liquid composite molding process using piezoelectric sensor network	16
The installation of embedded ultrasonic transducers inside a bridge to monitor temperature and load influence using coda wave interferometry technique	16
A CNN-integrated percussion method for detection of FRP–concrete interfacial damage with FEM reconstruction	15
Crack identification method for concrete structures considering angle of view using RGB-D camera-based sensor fusion	15
Laser ultrasonic visualization technique using a fiber-optic Bragg grating ultrasonic sensor with an improved adhesion configuration	15
A comprehensive evaluation method for concrete dam health state combined with gray-analytic hierarchy-optimization theory	15
Change detection using the generalized likelihood ratio method to improve the sensitivity of guided wave structural health monitoring systems	14
A portable bolt-loosening detection system with piezoelectric-based nondestructive method and artificial neural networks	14
Damage detection using wavelet entropy of acoustic emission waveforms in concrete under flexure	14
Acoustic emission waveforms for damage monitoring in composite materials: Shifting in spectral density, entropy and wavelet packet transform	14
Data-driven dictionary design–based sparse classification method for intelligent fault diagnosis of planet bearings	14
The influence of frequency content on the performance of artificial neural network–based damage detection systems tested on numerical and experimental bridge data	14
Towards high-precision data modeling of SHM measurements using an improved sparse Bayesian learning scheme with strong generalization ability	14
Damage detection with the fundamental mode of edge waves	14
Monitoring the curing process of in-situ concrete with piezoelectric-based techniques – A practical application	14
On information modeling in structural integrity management	14
A novel time–frequency transform for broadband Lamb waves dispersion characteristics analysis	14
Damage cross detection between bridges monitored within one cluster using the difference ratio of projected strain monitoring data	14
A hybrid structural health monitoring approach for damage detection in steel bridges under simulated environmental conditions using numerical and experimental data	13
A semi-supervised self-training method to develop assistive intelligence for segmenting multiclass bridge elements from inspection videos	13
Effect of fiber dosage on water permeability using a newly designed apparatus and crack monitoring of steel fiber–reinforced concrete under direct tensile loading	13
Pipeline leak detection and corrosion monitoring based on a novel FBG pipe-fixture sensor	13
Optimisation of acoustic emission wavestreaming for structural health monitoring	13
A novel autonomous strategy for multi-bolt looseness detection using smart glove and Siamese double-path CapsNet	13
A dynamic harmonic regression approach for bridge structural health monitoring	13
Visualization of hidden damage from scattered wavefield reconstructed using an integrated high-speed camera system	13
Uncertainty quantification for impact location and force estimation in composite structures	13
Fault state recognition of wind turbine gearbox based on generalized multi-scale dynamic time warping	13

A novel structural damage identification method based on the acceleration responses under ambient vibration and an optimized deep residual algorithm	13
Fatigue damage diagnosis and prognosis of an aeronautical structure based on surrogate modelling and particle filter	13
Sparse representation for damage identification of structural systems	13
Static strain-based identification of extensive damages in thin-walled structures	13
A hybrid learning strategy for structural damage detection	12
The use of ultrasonic guided waves for the inspection of square tube structures: Dispersion analysis and numerical and experimental studies	12
Lightweight semantic segmentation of complex structural damage recognition for actual bridges	12
Displacement response estimation of a cable-stayed bridge subjected to various loading conditions with one-dimensional residual convolutional autoencoder method	12
Field experiment on a PSC-I bridge for convolutional autoencoder-based damage detection	12
Mode shape–aided cable force determination using digital image correlation	12
Damage diagnosis and prognosis in composite double cantilever beam coupons by particle filtering and surrogate modelling	12
1D-CNN-based damage identification method based on piezoelectric impedance using adjustable inductive shunt circuitry for data enrichment	12
Time history analysis-based nonlinear finite element model updating for a long-span cable-stayed bridge	12
Examining the contribution of near real-time data for rapid seismic loss assessment of structures	12
A novel multi-classifier information fusion based on Dempster–Shafer theory: application to vibration-based fault detection	12
A convolutional neural network for pipe crack and leak detection in smart water network	12
Health condition monitoring of bearings based on multifractal spectrum feature with modified empirical mode decomposition-multifractal detrended fluctuation analysis	12
Time reversal damage localization in concrete based on two-dimensional meso-scale modeling	12
Selective generation of ultrasonic guided waves for damage detection in rectangular bars	12
A Feature Extraction & Selection Benchmark for Structural Health Monitoring	12
Generalized wavelet-based synchrosqueezing transform: Algorithm and applications	11
Structural damage monitoring for metallic panels based on acoustic emission and adaptive improvement variational mode decomposition–wavelet packet transform	11
Reweighted-Kurtogram with sub-bands rearranged and ensemble dual-tree complex wavelet packet transform for bearing fault diagnosis	11
Experimental investigation of fiber Bragg grating hoop strain sensor–based method for sudden leakage monitoring of gas pipeline	11
Study on the cage slip of rolling bearing using a non-contact method	11
Structural deformation reconstruction by the Penrose–Moore pseudo-inverse and singular value decomposition–estimated equivalent force	11
Rapid localization of acoustic source using sensor clusters in 3D homogeneous and heterogeneous structures	11
A feature learning-based method for impact load reconstruction and localization of the plate-rib assembled structure	11
Deep learning-based obstacle-avoiding autonomous UAVs with fiducial marker-based localization for structural health monitoring	11
Pitting corrosion prediction based on electromechanical impedance and convolutional neural networks	11
An up-scaling temperature compensation framework for guided wave–based structural health monitoring in large composite structures	11
Simulated Lamb wave propagation method for nondestructive monitoring of matrix cracking in laminated composites	11
A phase linearisation–based modulation signal bispectrum for analysing cyclostationary bearing signals	11
Integrative approach for transducer positioning optimization for ultrasonic structural health monitoring for the detection of deterministic and probabilistic damage location	11
Dynamic feature evaluation on streaming acoustic emission data for adhesively bonded joints for composite wind turbine blade	11
A novel strategy using optimized MOMED and B-spline based envelope-derivative operator for compound fault detection of the rolling bearing	11
Unsupervised data normalization for continuous dynamic monitoring by an innovative hybrid feature weighting-selection algorithm and natural nearest neighbor searching	11
Characterization of OFDR distributed optical fiber for crack monitoring considering fiber-coating interfacial slip	11
Laser ultrasonic imaging of wavefield spatial gradients for damage detection	11
Engineering deep learning methods on automatic detection of damage in infrastructure due to extreme events	11
Effect of propagation distance on acoustic emission of carbon fiber/epoxy composites	10
Influence of cable tension history on the monitoring of cable tension using magnetoelastic inductance method	10
Damage assessment of carbon fibre reinforced plastic using acoustic emission technique: experimental and numerical approach	10
Time-domain Markov chain Monte Carlo–based Bayesian damage detection of ballasted tracks using nonlinear ballast stiffness model	10
A general framework for supervised structural health monitoring and sensor output validation mitigating data imbalance with generative adversarial networks-generated high-dimensional features	10
Defect size estimation in rolling element bearings with angled leading and trailing edges	10
Rapid postearthquake safety evaluation of buildings using sparse acceleration measurements	10
Applicability and limitations of time domain reflectometry bridge scour monitoring system in general field conditions	10
Nonlinear modulation with low-power sensor networks using undersampling	10
Model-based damage identification with simulated transmittance deviations and deep learning classification	10
Reliability of crack quantification via acousto-ultrasound active-sensing structural health monitoring using surface-mounted PZT actuators/sensors	10
Interpretable convolutional sparse coding method of Lamb waves for damage identification and localization	10
Comparison of neural networks based on accuracy and robustness in identifying impact location for structural health monitoring applications	10
A cyclostationarity-based wear monitoring framework of spur gears in intelligent manufacturing systems	10
Sparse damage detection via the elastic net method using modal data	10
Damage identification of bolt connection in steel truss structures by using sound signals	10
A bolt loosening detection method based on patch antenna with overlapping sub-patch	10
Three-dimensional image coordinate-based missing region of interest area detection and damage localization for bridge visual inspection using unmanned aerial vehicles	10
On the functional model–based method for vibration-based robust damage detection: versions and experimental assessment	10