Structural Health Monitoring-An International Journal

Article	Citations
Machine learning and structural health monitoring overview with emerging technology and high-dimensional data source highlights	211
Machine learning paradigm for structural health monitoring	166
Efficient attention-based deep encoder and decoder for automatic crack segmentation	162
Three decades of statistical pattern recognition paradigm for SHM of bridges	97
Crack detection of concrete structures using deep convolutional neural networks optimized by enhanced chicken swarm algorithm	95
A new fault diagnosis method based on adaptive spectrum mode extraction	95
Data privacy preserving federated transfer learning in machinery fault diagnostics using prior distributions	84
An adaptive and efficient variational mode decomposition and its application for bearing fault diagnosis	81
Structural damage detection method based on the complete ensemble empirical mode decomposition with adaptive noise: a model steel truss bridge case study	73
Vision-based automated crack detection using convolutional neural networks for condition assessment of infrastructure	66
Simulation data driven weakly supervised adversarial domain adaptation approach for intelligent cross-machine fault diagnosis	63
Anomaly detection of structural health monitoring data using the maximum likelihood estimation-based Bayesian dynamic linear model	57
Bayesian dynamic regression for reconstructing missing data in structural health monitoring	55
Modified Gaussian convolutional deep belief network and infrared thermal imaging for intelligent fault diagnosis of rotor-bearing system under time-varying speeds	53
Continuous missing data imputation with incomplete dataset by generative adversarial networks–based unsupervised learning for long-term bridge health monitoring	52
A new dam structural response estimation paradigm powered by deep learning and transfer learning techniques	50
Statistics-based baseline-free approach for rapid inspection of delamination in composite structures using ultrasonic guided waves	48
Augmented reality for enhanced visual inspection through knowledge-based deep learning	47
Assessment and visualization of performance indicators of reinforced concrete beams by distributed optical fibre sensing	46
Monitoring deformations of infrastructure networks: A fully automated GIS integration and analysis of InSAR time-series	46
Looseness monitoring of multiple M1 bolt joints using multivariate intrinsic multiscale entropy analysis and Lorentz signal-enhanced piezoelectric active sensing	44
Analytical approach for crack identification of glass fiber reinforced polymer–sea sand concrete composite structures based on strain dissipations	43
A novel data-driven method for structural health monitoring under ambient vibration and high-dimensional features by robust multidimensional scaling	43
Guided wave–based rail flaw detection technologies: state-of-the-art review	41
An acoustic-homologous transfer learning approach for acoustic emission–based rail condition evaluation	41

Techniques of corrosion monitoring of steel rebar in reinforced concrete structures: A review	40
A review of structural health monitoring of bonded structures using electromechanical impedance spectroscopy	40
Recent progress in aircraft smart skin for structural health monitoring	39
Damage imaging in skin-stringer composite aircraft panel by ultrasonic-guided waves using deep learning with convolutional neural network	39
A novel intelligent inspection robot with deep stereo vision for three-dimensional concrete damage detection and quantification	39
The 1st International Project Competition for Structural Health Monitoring (IPC-SHM, 2020): A summary and benchmark problem	38
Non-parametric empirical machine learning for short-term and long-term structural health monitoring	37
A review on diagnostic and prognostic approaches for gears	37
Investigation on the data augmentation using machine learning algorithms in structural health monitoring information	35
Comparative study on the use of acoustic emission and vibration analyses for the bearing fault diagnosis of high-speed trains	32
An optimized variational mode extraction method for rolling bearing fault diagnosis	31
Optimum wavelet selection for nonparametric analysis toward structural health monitoring for processing big data from sensor network: A comparative study	31
An innovative deep neural network–based approach for internal cavity detection of timber columns using percussion sound	31
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	31
High resolution bolt pre-load looseness monitoring using coda wave interferometry	30
Distribution adaptation deep transfer learning method for cross-structure health monitoring using guided waves	30
A novel adaptive bandwidth selection method for Vold–Kalman filtering and its application in wind turbine planetary gearbox diagnostics	30
Robust fault diagnosis of rolling bearing via phase space reconstruction of intrinsic mode functions and neural network under various operating conditions	30
Lightweight semantic segmentation of complex structural damage recognition for actual bridges	29
Modulation signal bispectrum with optimized wavelet packet denoising for rolling bearing fault diagnosis	29
Combined machine learning–wave propagation approach for monitoring timber mechanical properties under UV aging	29
Bayesian dynamic linear model framework for structural health monitoring data forecasting and missing data imputation during typhoon events	29
Acoustic emission source characterisation of chloride-induced corrosion damage in reinforced concrete	28
Simultaneous pixel-level concrete defect detection and grouping using a fully convolutional model	28
Probability of detection, localization, and sizing: The evolution of reliability metrics in Structural Health Monitoring	27
A spatial association-coupled double objective support vector machine prediction model for diagnosing the deformation behaviour of high arch dams	27
1D-TICapsNet: An audio signal processing algorithm for bolt early looseness detection	26
Enabling human–infrastructure interfaces for inspection using augmented reality	26
Railway defect detection based on track geometry using supervised and unsupervised machine learning	25
Damage detection on a historic iron bridge using satellite DInSAR data	25
Deep learning-based indirect bridge damage identification system	25
Bolt damage identification based on orientation-aware center point estimation network	24
Deep learning enhanced principal component analysis for structural health monitoring	24
Steel bridge corrosion inspection with combined vision and thermographic images	24
An innovative machine learning based framework for water distribution network leakage detection and localization	23
Fusion-based damage diagnostics for stiffened composite panels	23
Acoustic inspection system with unmanned aerial vehicles for wind turbines structure health monitoring	23
A Feature Extraction & Selection Benchmark for Structural Health Monitoring	22
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	22
A hybrid structural health monitoring approach for damage detection in steel bridges under simulated environmental conditions using numerical and experimental data	22
Laboratory investigation of a bridge scour monitoring method using decentralized modal analysis	21
Life-cycle management cost analysis of transportation bridges equipped with seismic structural health monitoring systems	21
Acoustic emission waveforms for damage monitoring in composite materials: Shifting in spectral density, entropy and wavelet packet transform	21
Monitoring the curing process of in-situ concrete with piezoelectric-based techniques – A practical application	21
Crack detection in ultrahigh-performance concrete using robust principal component analysis and characteristic evaluation in the frequency domain	21
Feature pyramid network with self-guided attention refinement module for crack segmentation	20
Novelty detection of cable-stayed bridges based on cable force correlation exploration using spatiotemporal graph convolutional networks	20
Effect of fiber dosage on water permeability using a newly designed apparatus and crack monitoring of steel fiber–reinforced concrete under direct tensile loading	20
The installation of embedded ultrasonic transducers inside a bridge to monitor temperature and load influence using coda wave interferometry technique	20
Quantifying the value of information from inspecting and monitoring engineering systems subject to gradual and shock deterioration	20

Towards high-precision data modeling of SHM measurements using an improved sparse Bayesian learning scheme with strong generalization ability	20
Data-driven dictionary design–based sparse classification method for intelligent fault diagnosis of planet bearings	19
Multi-feature integration and machine learning for guided wave structural health monitoring: Application to switch rail foot	19
Deep learning-based obstacle-avoiding autonomous UAVs with fiducial marker-based localization for structural health monitoring	19
A novel structural damage identification method based on the acceleration responses under ambient vibration and an optimized deep residual algorithm	19
A CNN-integrated percussion method for detection of FRP–concrete interfacial damage with FEM reconstruction	18
Deep learning-based concrete defects classification and detection using semantic segmentation	18
Pipeline leak detection and corrosion monitoring based on a novel FBG pipe-fixture sensor	18
A convolutional neural network for pipe crack and leak detection in smart water network	18
Structural damage monitoring for metallic panels based on acoustic emission and adaptive improvement variational mode decomposition–wavelet packet transform	18
A mechanical model to interpret distributed fiber optic strain measurement at displacement discontinuities	18
1D-CNN-based damage identification method based on piezoelectric impedance using adjustable inductive shunt circuitry for data enrichment	17
Transfer learning-based data anomaly detection for structural health monitoring	17
Engineering deep learning methods on automatic detection of damage in infrastructure due to extreme events	17
A semi-supervised self-training method to develop assistive intelligence for segmenting multiclass bridge elements from inspection videos	17
A novel method for steel bar all-stage pitting corrosion monitoring using the feature-level fusion of ultrasonic direct waves and coda waves	17
Comparison of neural networks based on accuracy and robustness in identifying impact location for structural health monitoring applications	17
On information modeling in structural integrity management	17
A comprehensive evaluation method for concrete dam health state combined with gray-analytic hierarchy-optimization theory	17
Fatigue damage diagnosis and prognosis of an aeronautical structure based on surrogate modelling and particle filter	17
Unsupervised data normalization for continuous dynamic monitoring by an innovative hybrid feature weighting-selection algorithm and natural nearest neighbor searching	17
Displacement response estimation of a cable-stayed bridge subjected to various loading conditions with one-dimensional residual convolutional autoencoder method	17
A portable bolt-loosening detection system with piezoelectric-based nondestructive method and artificial neural networks	16
Enhanced hierarchical symbolic sample entropy: Efficient tool for fault diagnosis of rotating machinery	16
Robust fault diagnosis of rolling bearings via entropy-weighted nuisance attribute projection and neural network under various operating conditions	16
Health condition monitoring of bearings based on multifractal spectrum feature with modified empirical mode decomposition-multifractal detrended fluctuation analysis	16
A novel strategy using optimized MOMED and B-spline based envelope-derivative operator for compound fault detection of the rolling bearing	15
Static strain-based identification of extensive damages in thin-walled structures	15
Simulated Lamb wave propagation method for nondestructive monitoring of matrix cracking in laminated composites	15
A novel time–frequency transform for broadband Lamb waves dispersion characteristics analysis	15
A cyclostationarity-based wear monitoring framework of spur gears in intelligent manufacturing systems	15
Experimental investigation of fiber Bragg grating hoop strain sensor–based method for sudden leakage monitoring of gas pipeline	15
Temperature compensation to guided wave-based monitoring of bolt loosening using an attention-based multi-task network	15
A dynamic harmonic regression approach for bridge structural health monitoring	15
Change detection using the generalized likelihood ratio method to improve the sensitivity of guided wave structural health monitoring systems	15
A deep learning semantic segmentation network with attention mechanism for concrete crack detection	15
Fault state recognition of wind turbine gearbox based on generalized multi-scale dynamic time warping	15
Model-based damage identification with simulated transmittance deviations and deep learning classification	15
Characterization of OFDR distributed optical fiber for crack monitoring considering fiber-coating interfacial slip	14
A novel autonomous strategy for multi-bolt looseness detection using smart glove and Siamese double-path CapsNet	14
Acoustic emission monitoring of corrosion in steel pipes using Lamb-type helical waves	14
Influence of cable tension history on the monitoring of cable tension using magnetoelastic inductance method	14
An optimized variational mode decomposition method and its application in vibration signal analysis of bearings	14
A new acoustic emission damage localization method using synchrosqueezed wavelet transforms picker and time-order method	14
Damage cross detection between bridges monitored within one cluster using the difference ratio of projected strain monitoring data	14
Uncertainty quantification for impact location and force estimation in composite structures	14
Automatic defect detection for ultrasonic wave propagation imaging method using spatio-temporal convolution neural networks	14
Pitting corrosion prediction based on electromechanical impedance and convolutional neural networks	14
Classification and regression-based convolutional neural network and long short-term memory configuration for bridge damage identification using long-term monitoring vibration data	14
A feature learning-based method for impact load reconstruction and localization of the plate-rib assembled structure	13
A bolt loosening detection method based on patch antenna with overlapping sub-patch	13
Effect of propagation distance on acoustic emission of carbon fiber/epoxy composites	13
Reweighted-Kurtogram with sub-bands rearranged and ensemble dual-tree complex wavelet packet transform for bearing fault diagnosis	13
Interpretable convolutional sparse coding method of Lamb waves for damage identification and localization	13
A novel multi-classifier information fusion based on Dempster–Shafer theory: application to vibration-based fault detection	13
Examining the contribution of near real-time data for rapid seismic loss assessment of structures	13
Research on early weak structural damage detection of aeroengine intershaft bearing based on acoustic emission technology	12
An up-scaling temperature compensation framework for guided wave–based structural health monitoring in large composite structures	12
Squared envelope sparsification via blind deconvolution and its application to railway axle bearing diagnostics	12
Damage identification of bolt connection in steel truss structures by using sound signals	12
Research on dynamic behavior and traffic management decision-making of suspension bridge after vortex-induced vibration event	12
Dynamic feature evaluation on streaming acoustic emission data for adhesively bonded joints for composite wind turbine blade	12
Sparse damage detection via the elastic net method using modal data	12
Time-domain Markov chain Monte Carlo–based Bayesian damage detection of ballasted tracks using nonlinear ballast stiffness model	12
Drive-by bridge damage detection using Mel-frequency cepstral coefficients and support vector machine	12
A two-step computer vision-based framework for bolt loosening detection and its implementation on a smartphone application	12
Condition-based structural health monitoring of offshore wind jacket structures: Opportunities, challenges, and perspectives	12
A lightweight deep learning network based on knowledge distillation for applications of efficient crack segmentation on embedded devices	12
Robust fault diagnosis of quayside container crane gearbox based on 2D image representation in frequency domain and CNN	12
Structural deformation prediction model based on extreme learning machine algorithm and particle swarm optimization	11
On statistic alignment for domain adaptation in structural health monitoring	11
Minimum noise amplitude deconvolution and its application in repetitive impact detection	11
Damage detection and characterization of a scaled model steel truss bridge using combined complete ensemble empirical mode decomposition with adaptive noise and multiple signal classification approach	11
A novel vibration indicator to monitor gear natural fatigue pitting propagation	11
Probabilistic cracking prediction via deep learned electrical tomography	11
A three-stage online anomaly identification model for monitoring data in dams	11
Multi-level damage diagnosis on stiffened composite panels based on a damage-uninformative digital twin	11
Stereo-vision-based 3D concrete crack detection using adversarial learning with balanced ensemble discriminator networks	11
Using digital image correlation to evaluate the bond between carbon fibre-reinforced polymers and timber	11
Stress evaluation in seven-wire strands based on singular value feature of ultrasonic guided waves	11

Acoustic emission diagnostics of corrosion monitoring in prestressed concrete using hidden Markov and semi-Markov models	11
A general framework for supervised structural health monitoring and sensor output validation mitigating data imbalance with generative adversarial networks-generated high-dimensional features	11
Vibration-based structural damage detection using 1-D convolutional neural network and transfer learning	11
Crack damage monitoring for compressor blades based on acoustic emission with novel feature and hybridized feature selection	11
Evaluation of machine learning techniques for structural health monitoring using ultrasonic guided waves under varying temperature conditions	10
Blade crack detection using variational model decomposition and time-delayed feedback nonlinear tri-stable stochastic resonance	10
A Machine learning-based approach to determining stress in rails	10
Compatibility and challenges in machine learning approach for structural crack assessment	10
Unsupervised dam anomaly detection with spatial–temporal variational autoencoder	10
Monitoring internal corrosion in steel pipelines: a two-step helical guided wave approach for localization and quantification	10
Heterogeneous structural responses recovery based on multi-modal deep learning	10
Multi-output displacement health monitoring model for concrete gravity dam in severely cold region based on clustering of measured dam temperature field	10
Vision-guided unmanned aerial system for rapid multiple-type damage detection and localization	10
Intelligent fault diagnosis of rotating machinery using composite multivariate-based multi-scale symbolic dynamic entropy with multi-source monitoring data	10
Nonlinear modulation with low-power sensor networks using undersampling	10
A multiple-point monitoring model for concrete dam displacements based on correlated multiple-output support vector regression	10
Improved damage detection in Pelton turbines using optimized condition indicators and data-driven techniques	10
Hybrid artificial intelligence-based inference models for accurately predicting dam body displacements: A case study of the Fei Tsui dam	10
Polynomial Chaos-Kriging metamodel for quantification of the debonding area in large wind turbine blades	10
A Modulation Signal Bispectrum Enhanced Squared Envelope for the detection and diagnosis of compound epicyclic gear faults	10
Defect detection in guided wave signals using nonlinear autoregressive exogenous method	10
Review on recent advances in structural health monitoring paradigm for looseness detection in bolted assemblies	10
Structural damage detection based on fundamental Bayesian two-stage model considering the modal parameters uncertainty	10
An integrated condition monitoring scheme for health state identification of a multi-stage gearbox through Hurst exponent estimates	10
Acoustic emission and moving window-improved kernel entropy component analysis for structural condition monitoring of hoisting machinery under various working conditions	9
Development of a novel real-time AE source localisation technique using ANN for health monitoring of rail section: an experimental study	9
Improved current injection pattern for the detection of delaminations in carbon fiber reinforced polymer plates using electrical impedance tomography	9
Predicting material properties of concrete from ground-penetrating radar attributes	9
Damage assessment of a titanium skin adhesively bonded to carbon fiber–reinforced plastic omega stringers using acoustic emission	9
Bridge modal property identification based on asynchronous mobile sensing data	9
Global–local model for three-dimensional guided wave scattering with application to rail flaw detection	9
Monitoring of new and existing stainless-steel reinforced concrete structures by clad distributed optical fibre sensing	9
An integrated approach for structural behavior characterization of the Gravina Bridge (Matera, Southern Italy)	9
Interpreting the Lempel–Ziv complexity of acoustic emission signals for identifying damage modes in composite materials	9
An alternative quantification of the value of information in structural health monitoring	9
Precise damage shaping in self-sensing composites using electrical impedance tomography and genetic algorithms	9
Long-term structural health monitoring for bridge based on back propagation neural network and long and short-term memory	9
Damage localization with Lamb waves using dense convolutional sparse coding network	9
A novel adaptive fault diagnosis algorithm for multi-machine equipment: application in bearing and diesel engine	9
Damage detection with ultrasonic guided waves using machine learning and aggregated baselines	9
Bridge pier scour level quantification based on output-only Kalman filtering	9
Attention recurrent residual U-Net for predicting pixel-level crack widths in concrete surfaces	9
Broadband nonlinear elastic wave modulation spectroscopy for damage detection in composites	9
Restoration of missing structural health monitoring data using spatiotemporal graph attention networks	9
Adaptive resize-residual deep neural network for fault diagnosis of rotating machinery	9
HierMUD: Hierarchical multi-task unsupervised domain adaptation between bridges for drive-by damage diagnosis	9
Anisotropy influence on guided wave scattering for composite structure monitoring	9
Unsupervised deep learning method for bridge condition assessment based on intra-and inter-class probabilistic correlations of quasi-static responses	9
Predictive information and maintenance optimization based on decision theory: a case study considering a welded joint in an offshore wind turbine support structure	9
Structural health monitoring of inland navigation structures and ports: a review on developments and challenges	9
Defect detection on the curved surface of a wind turbine blade using piezoelectric flexible line sensors	9
Experimental study on combined effect of mechanical loads and corrosion using tube-packaged long-gauge fiber Bragg grating sensors	9
Bayesian uncertainty quantification for guided-wave-based multidamage localization in plate-like structures using Gibbs sampling	8
Bandwidth-aware adaptive chirp mode decomposition for railway bearing fault diagnosis	8
Direct-write piezoelectric coating transducers in combination with discrete ceramic transducer and laser pulse excitation for ultrasonic impact damage detection on composite plates	8
Nonlinear-Lamb-wave-based plastic damage detection assisted by topologically designed metamaterial filters	8
Diagnosis of internal cracks in concrete using vibro-acoustic modulation and machine learning	8
A new GW-based heteroscedastic Gaussian process method for online crack evaluation	8
Application of nonlinear ultrasonic analysis for in situ monitoring of metal additive manufacturing	8
Inspection interval optimization of aircraft landing gear component based on risk assessment using equivalent initial flaw size distribution method	8
An adaptive variational mode extraction method based on multi-domain and multi-objective optimization for bearing fault diagnosis	8
Distributed detection of internal cavities in concrete-filled steel tube arch bridge elements	8
Separate modeling technique for deformation monitoring of concrete dams	8
Condition identification of bolted connections using a virtual viscous damper	8
Ultrasound tomography for health monitoring of carbon fibre–reinforced polymers using implanted nanocomposite sensor networks and enhanced reconstruction algorithm for the probabilistic inspection of	8
Online structural damage state identification of concrete arch dams under dynamic loads using a recursive TVARX approach	8
A novel damage index integrating piezoelectric impedance and ultrasonic guided wave for damage monitoring of bolted joints	8
Long-term guided wave structural health monitoring in an uncontrolled environment through long short-term principal component analysis	8
Flexible, monolithic piezoelectric sensors for large-area structural impact monitoring via MUSIC-assisted machine learning	8
Innovative synthetic data augmentation for dam crack detection, segmentation, and quantification	8
Tunnel lining water leakage image Segmentation based on improved BlendMask	8
An information fusion approach for increased reliability of condition monitoring With homogeneous and heterogeneous sensor systems	8
Optimal sensor placement to detect ruptures in pipeline systems subject to uncertainty using an Adam-mutated genetic algorithm	8
Probability-based diagnostic imaging with corrected weight distribution for damage detection of stiffened composite panel	8
A diagnostic framework with a novel simulation data augmentation method for rail damages based on transfer learning	8
Sparse wavenumber analysis of guided wave based on hybrid Lasso regression in composite laminates	8
Understanding the interaction of the fundamental Lamb-wave modes with material discontinuity: finite element analysis and experimental validation	7
Adhesive curing effect of bonded piezoelectric transducer on electromechanical impedance-based concrete structural damage detection	7
A novel index for vibration-based damage detection technique in laminated composite plates under forced vibrations: experimental study	7
Addressing practicalities in multivariate nonlinear regression for mitigating environmental and operational variations	7
Development of an integrated sacrificial sensor for damage detection and monitoring in composite materials and adhesively bonded joints	7
U2CrackNet: a deeper architecture with two-level nested U-structure for pavement crack detection	7
Monitoring of self-healing in concrete with micro-capsules using a combination of air-coupled surface wave and computer-vision techniques	7
Brillouin scattering spectrum-based crack measurement using distributed fiber optic sensing	7
Multi-Bolt looseness detection using a new acoustic emission strategy	7
All-phase fast Fourier transform and multiple cross-correlation analysis based on Geiger iteration for acoustic emission sources localization in complex metallic structures	7
Comparative study of stator current-based and vibration-based methods for railway traction motor bearing cage fault diagnosis at high-speed condition	7
Using a single sensor for bridge condition monitoring via moving embedded principal component analysis	7
Spectral variational mode extraction and its application in fault detection of rolling bearing	7
Structural health monitoring data cleaning based on Bayesian robust tensor learning	7
Reliability analysis of complex structures based on Bayesian inference	7
An MPPCA-based approach for anomaly detection of structures under multiple operational conditions and missing data	7
Damage quantification using transfer component analysis combined with Gaussian process regression	7
Two-level fusion of multi-sensor information for compressor blade crack detection based on self-attention mechanism	7
Bridge inspection component registration for damage evolution	7