Structural Health Monitoring-An International Journal

Article	Citations
Bridge damage detection using unsupervised learning with vehicle-induced vibrations	98
Multivariate variational mode decomposition and generalized composite multiscale permutation entropy for multichannel fault diagnosis of hoisting machinery system	98
Structural nonlinear damage identification based on the information distance of GNPAX/GARCH model and its experimental study	90
Localized corrosion monitoring and quantitative evaluation of steel wires in the splay saddle using distributed optical fiber sensing technology	85
A novel fault evaluation method based on nonlinear vibration features and Euclidean distance measurement for grid-like structures	84
Dynamical modeling of spur gear with pitting based on image processing tooth surface	79
Vibration-based structural damage localization through a discriminant analysis strategy with cepstral coefficients	72
Analysis of the galleries cracking causes in the backfill area of pumped storage power station based on monitoring and numerical simulation: a case study of Hohhot upper reservoir	63
Meta-model structural monitoring with cutting-edge AAE-VMD fusion alongside optimized machine learning methods	61
Entire loosening stage monitoring of bolted joints via nonlinear electro-mechanical impedance spectroscopy	60
An intelligent detection approach for multi-part cover based on deep learning under unbalanced and small size samples	60
Potential and limitations of NARX for defect detection in guided wave signals	54
SM-YOLO-HybridBridge: a lightweight deep learning model for surface defect detection and structural health monitoring in hybrid wooden–steel bridges	53
Extracting and identifying essential characteristics of gear pitting and cracks with consideration of fault mechanisms	50
Design and experimental investigation of a nondestructive detector for bolt loosening length of railway track fasteners	50
A gear fault diagnosis method based on auditory cortical frequency-domain response in real workshop noise environment	48
20 years of monitoring of a steel jacket offshore platform: variability of environmental and modal parameters	46
A novel edge intelligence application model with lightweight network and antinoise ability for bearing fault diagnosis	45
Multi-modal model updating of miter gates on navigational locks	44
Vibration-based monitoring of a super tall building with TMD during typhoon Ampil	44
Bayesian system identification considering the spatial correlation of distributed loads	43
Few-shot fault diagnosis of transmission components under domain shift based on meta-transfer relation network	42
Bridge damage identification using unsupervised deep learning through variational autoencoders	42
Reliability-constrained maintenance optimization for safety-critical wind turbine bearings with distribution-free predictive uncertainty	41
DW-JDA: An unsupervised cross-domain dynamic weighted joint distribution adaptation network for high-speed train bearing fault diagnosis	41

Model uncertainty quantification of a degradation model of miter gates using normalizing flow-based likelihood-free inference	41
Multi-level damage diagnosis on stiffened composite panels based on a damage-uninformative digital twin	41
Multiple-input, multiple-output modal testing of a Hawk T1A aircraft: a new full-scale dataset for structural health monitoring	40
Semantic segmentation model for concrete cracks based on parallel Swin-CNNs framework	40
Enhancing Lamb wave-based damage diagnosis in composite materials using a pseudo-damage boosted convolutional neural network approach	40
Small-sample damage detection of bleacher structure based on GAN and MSS-CNN models	39
Carbon-based textile as a smart sensory device for self-monitoring of fiber-reinforced concrete elements	39
Wind turbine gearbox fault diagnosis via adaptive IMFogram	39
Imaging cracks in orthotropic steel decks based on guided wave and variational Bayesian robust principal component analysis	38
Physics-informed deep learning for scattered full wavefield reconstruction from a sparse set of sensor data for impact diagnosis in structural health monitoring	37
BI-Sandwich: a cross-domain model for fault diagnosis of aircraft engine main shaft bearings	37
Multimodal feature fusion for detecting debonding in FRP-reinforced concrete interfaces using dual-branch CNN	37
U 2 CrackNet: a deeper architecture with two-level nested U-structure for pavement crack detection	37
Percussion-based loosening detection method for multi-bolt structure using convolutional neural network DenseNet-CBAM	35
Rolling bearing signal monitoring and diagnosis based on global arc length entropy	35
Field and experimental evaluation of a probabilistic-based health indicator for efficient road health monitoring via FBG sensor network	35
A semisupervised fault frequency analysis method for rotating machinery based on restricted self-attention network	34
Subdomain cointegration method for early damage warning of bridges considering nonlinear and nonstationary modal variabilities	34
Long-term creep monitoring of composite wing leading edge using embedded fiber Bragg grating	33
Prototype-assisted multiscale graph representation learning-based mechanical fault detection method under complex operating conditions	33
An unsupervised multiclass fault diagnosis method and application based on affine-invariant Riemannian metric and spectral clustering	33
Hierarchical verification and validation in a forward model-driven structural health monitoring strategy	32
A wayside monitoring system for the estimation of the rail neutral temperature	31
Leakage aperture identification of natural gas pipeline based on compressed acquisition and DSAE	31
Towards high-precision data modeling of SHM measurements using an improved sparse Bayesian learning scheme with strong generalization ability	31
A new collaborative lifelong learning framework based on channel distillation and pseudo-feature replay for class-incremental bearing fault diagnosis	31
A lightweight deep learning network based on knowledge distillation for applications of efficient crack segmentation on embedded devices	31
UAV-based panoramic imaging for automated bughole segmentation and quantitative color-difference assessment of concrete bridge piers	30
Ensemble ordinal pattern mode decomposition based on ICS2 blind filter for rotating machinery fault diagnosis	30
A grid-structured intelligent coating sensor system for directional crack monitoring in steel bridges	30
Composite laminate damage identification via Gabor-based anisotropic filter enhanced attention ConvLSTM network	30
A diagnostic method for impeller wear fault in slurry pumps based on Theil entropy-impact energy fusion and linear frequency modulation optimization	30
Time series analysis and sparse sensor network-based impact monitoring for aircraft complex structures	29
Adaptive fault components extraction based on physically interpretable optimized weight time–frequency matrix index and its applications in rotating machinery fault diagnosis	28
Displacement response estimation of a cable-stayed bridge subjected to various loading conditions with one-dimensional residual convolutional autoencoder method	28
Development of a novel real-time AE source localisation technique using ANN for health monitoring of rail section: an experimental study	28
Interval prediction method for dynamic zoning of displacements in super-high arch dam under significant water level fluctuations	27
Cubic spline interpolation-based refined composite multiscale dispersion entropy and its application to bearing fault identification	27
Crack detection based on deep learning: a method for evaluating the object detection networks considering the random fractal of crack	27
Crack monitoring of short carbon fiber reinforced polymer-matrix composites based on the double-layer capacitance effect	27
Physically meaningful uncertainty quantification in probabilistic wind turbine power curve models as a damage-sensitive feature	27
An integrated deep neural network model combining 1D CNN and LSTM for structural health monitoring utilizing multisensor time-series data	27
Monitoring data motivated health condition assessment of cement concrete pavements in field based on FBG sensing technology	27
Intelligent fault diagnosis of rotating machinery under variable working conditions based on deep transfer learning with fusion of local and global time–frequency features	27
A remaining useful life prediction approach for ball bearing by acoustic emission signal and physics-informed neural network	27
Temperature compensation to guided wave-based monitoring of bolt loosening using an attention-based multi-task network	26
An in situ prepared fiber-based piezoresistive film for ultrasonic wave detection on nonplanar carbon fiber-reinforced composites	26
A credible granular feature contrastive learning network for fault diagnosis with semi-supervised domain generalization	25
Automatic identification of early strength of high-performance concrete based on micro-impedance sensing system and deep learning method	25
Similarity relationship and principal component feature-considered deformation safety monitoring for the observation point group of in-service ultra-high arch dams	25

Test accuracy requirements for optimal decision-making in management of post-tensioned concrete bridges	25
MDEA-Net: multisource disentangled expert adaptation network for cross-domain bearing fault diagnosis	24
Dynamic displacement estimation of railway beam bridge based on integration of strain and acceleration	23
Spatial electric potential distributions and damage mapping in 3D carbon fiber/epoxy angle-interlock woven composites with different current directions	23
Interpretable Siamese dual attention enhancement transfer compound diagnostic model for unbalanced samples	23
Dynamic characteristics analysis and the identification signal of the horizontal tail drive shaft system with the ballistic impact damage of a helicopter	23
Novel approaches of synchronous averaging of gear and bearing vibrations	23
Distributed fiber optic strain sensing for crack detection with Brillouin shift spectrum back analysis	23
Multiscale entropy and supervised manifold mapping for leak diagnosis in pipeline structural health monitoring	23
Absolute maximum slope difference method for NPW real-time localization of leakage in pipelines	23
Experimental and numerical investigations on the acoustoelastic effect in hyperelastic waveguides	23
Compound fault diagnosis method for rolling bearings based on enhanced MED and adaptive periodized symplectic geometry mode decomposition	22
Toward digital twin-enabled real-time structural damage detection via POD-assisted Bayesian estimation	22
Acoustic emission-based damage mechanism identification and warning for 3D-printed patch-reinforced scarf joints in segmented composite wind turbine blades	22
Rolling bearings fault diagnosis under various loads conditions based on GWJO-VMD-MAFCNN	22
Modeling and designing of a phased array comprising piezoelectric stack transducer for ultrasonic Lamb wave-based damage detection	22
Self-supervised learning for train bearing fault diagnosis based on time–frequency dual domain prediction	21
Condition assessment of cable-stayed bridges based on heterogeneous data correlation mining using multichannel spatiotemporal graph convolutional network	21
Regional-scale bridge health monitoring: survey of current methods and roadmap for future opportunities under changing climate	21
Advancing measurement of zero-group-velocity Lamb waves using PVDF-TrFE transducers: first data and application to in situ health monitoring of multilayer bonded structures	21
Damage diagnosis of plates and shells through modal parameters reconstruction using inverse finite-element method	21
A value-of-information-based optimal sensor placement design framework for cost-effective structural health monitoring (with application to miter gate monitoring)	21
Nanocomposite sensors with indium tin oxide nanowires in a polyvinyl butyral matrix for crack detection in structural health monitoring	21
Deep-learning-based interferometric synthetic aperture radar time-series analysis for the monitoring and prediction of dam safety	21
Physics-informed multimodal large model for machine fault diagnosis with dynamic vision	20
Enhanced hierarchical symbolic sample entropy: Efficient tool for fault diagnosis of rotating machinery	20
An integrated AR-CNN-LSTM method for missing data repair in rockfill dam deformation	20
DWAE-LIP with joint-TF loss: a new fault extraction method for rolling bearings under strong noise	20
Unsupervised data normalization for continuous dynamic monitoring by an innovative hybrid feature weighting-selection algorithm and natural nearest neighbor searching	20
Digital twin-driven dual-stage domain adaptation feature augmentation method for fault diagnosis under imbalanced samples	20
Damage diagnosis of bridge structures using deep learning strategies: A hybrid neural networks practical tool	20
Missing data estimation method for durability survey of reinforced concrete structures	20
A novel methodology for quantitative identification of pipeline leakage and negative pressure wave velocity	20
Replay-free evolutionary classifier for few-shot continuous fault diagnosis of wind turbine	20
A hybrid metaheuristic framework for precision delamination detection in composite laminates	20
Deep CNN-based semi-supervised learning approach for identifying and segmenting corrosion in hydraulic steel and water resources infrastructure	20
Anomaly characterization for the condition monitoring of rotating shafts exploiting data fusion and explainable convolutional neural networks	19
Model updating method for offshore jacket platforms using improved DNN and OOA considering non-uniform corrosion and structural responses	19
A semi-supervised meta-learning framework with multi-soft labels and cosine similarity for few-shot cross-domain fault diagnosis	19
Deformation measurement of aero-engine rotating twisted blade based on multi-vision overlapping area feature registration method	19
Segmented rotor blades: advancing damage detection in wind turbine bolted joints via low-/high-frequency sensing and data fusion	19
Research on piston aircraft engine fault diagnosis based on multisource information fusion by graph convolutional network	19
Semi-Markov process-driven maintenance scheduling for Tainter gate system considering multiple limit states	19
Bearing fault detection system based on a deep diffusion model	19
A novel data-driven bridge monitoring data prediction framework using improved intelligent optimization-assisted deep learning	19
Fatigue assessment of bridges using interacting filtering approach with sub-structured predictor model based on current health	19
Reliability-based metrics for structural health monitoring information quality assessment	19
Embeddable elasto-magnetic sensor-based residual tension estimation method of ground anchors for slope stability monitoring using irreversibility of magnetic permeability under various loading conditi	18
High-fidelity fault signature extraction of rolling bearings via nonconvex regularized sparse representation enhanced by flexible analytical wavelet transform	18
A framework for the performance evaluation of reconfigurable ultrasonic sparse array networks	18
Intelligent defect location of a U-shaped boom using helical guided waves	18
ADACTA—Advanced component analysis technique for damage detection	18
A multiscale inversion algorithm for engineering inspection using GPR data	18
A method combining dynamic path matching with multipath adaptive drift Lévy stable motion for performance degradation prediction	18
Detection and monitoring of breathing cracks in high-speed train wheelsets using low-order vibration harmonics	18
Robust prognostics of impacted composite structures using an adaptive hidden semi-Markov model	18
Void damage detection of rubber bearings in bridge structures under laboratory conditions using the active sensing method and BO-XGBoost algorithm	18
Wheel flat detection on railway vehicles using the angular domain synchronous averaging method: an experimental study	18
Physics-guided neural networks applied in rotor unbalance problems	18
Underwater bolted flange looseness detection using percussion-induced sound and Feature-reduced Multi-ROCKET model	18
Generalized zero-shot bearing compound fault diagnosis based on reserved gate pre-classifier and physical information semantics	17
Adaptive wind turbine blade surface defect detection based on deep learning and transfer learning	17
New approach for enhanced damage identification in frame structures with limited data: leveraging integrated convolutional neural network model with transfer learning	17
SAR-Nbeats-based temperature interpretation and prediction of InSAR time-series deformations for bridges	17
Identification of damaged member in a truss structure using acoustic emission technique aided by SVM	17
FD-DDLLM: A large language model enhanced dual-domain transformer for intelligent fault diagnosis	17
MFTrans-DANN: unsupervised deep transfer learning model for noise-robust cross-domain diagnosis of rolling bearings	17
Research on structural health monitoring database construction and intelligent diagnosis method based on a CNN–LSTM integrated model	17
Experimental validation of automated OMA and mode tracking for structural health monitoring of transmission towers	17
An adaptive dynamic cooperative multisource domain adaptation network for rotating machinery fault recognition	17
A robust entropy-based sparsity measure for health monitoring of rotating machinery	17
Multi-view generative synergistic optimization agent for few-shot machinery fault diagnosis under limited labeled data	17
Bridge monitoring data analysis and automated report generation using multimodal large language model	17
Hierarchical Bayesian detection of impulses in Tainter valve machinery systems under uncertainty	16
Full-field expansion and damage detection from sparse measurements using physics-informed variational autoencoders	16
Fatigue damage analysis of a Kaplan turbine model operating at off-design and transient conditions	16
A bearing fault diagnosis method based on M-SSCNN and M-LR attention mechanism	16
A study on wind turbine gearbox fault diagnosis and interpretability using multisource information fusion methods	16
A comparison of ultrasonic temperature monitoring using machine learning and physics-based methods for high-cycle thermal fatigue monitoring	16
Enhanced signal processing for MFL-based steel pipe defect detection combining ICEEMDAN with multi-feature-GA-WTD method	16

A comprehensive study of techniques utilized for structural health monitoring of oil and gas pipelines	16
Semi-Supervised Transfer Graph Representation Learning with Few-Shot Adaptation for gearbox diagnostics under extraneous transient noise	16
A time-saving fault diagnosis using simplified fast GAN and triple-type data transfer learning	16
Preloading force monitoring and looseness identification of bolt connection using washer-type buckypaper sensor	16
Semi-supervised learning for efficient water leakage segmentation in tunnel infrastructure	16
A likelihood-free Bayesian approach for characterisation of multiple delaminations in laminated composite beams	16
Automatic pipeline fault detection using one-dimensional convolutional bidirectional long short-term memory networks with wide first-layer kernels	16
An intelligent fault diagnosis method of rolling bearing based on expansion and transfer of single working condition data under small samples	16
Heterogeneous federated contrast diagnosis framework integrating knowledge distillation and continuous learning	16
Multibolt looseness monitoring of steel structure based on multitask active sensing method and substructure cross-domain transfer learning	16
Physics-guided neural network for structural health monitoring with lamb waves through boundary reflection elimination	15
Neural extended Kalman filters for learning and predicting dynamics of structural systems	15
Bayesian data-driven framework for structural health monitoring of composite structures under limited experimental data	15
Vision-guided crack identification and size quantification framework for dam underwater concrete structures	15
Adaptive compensated MUSIC beamforming for Lamb wave damage localization under varying temperature	15
Deep learning-based concrete defects classification and detection using semantic segmentation	15
Kolmogorov-Arnold networks for industrial machine health monitoring with continual learning capability using time-series vibration data	15
Tensile and vibration fatigue monitoring of composite laminate bolted joints with local enhancement using buckypaper sensors	15
Damage identification in structures using dynamic mode decomposition for vibration analysis of low-resolution videos	15
On cross-attention-based graph neural networks for fault diagnosis using multi-sensor measurement	15
Global-local optimization layout method for active piezoelectric sensor driven by structural critical areas	15
Physics-guided spatiotemporal learning with invariant graph for cross-domain structural damage identification	15
Simulation of damage-induced wave propagation in composites using knowledge-embedded generative adversarial networks for structural health monitoring	15
Multi-type damage localization using the scattering coefficient-based RAPID algorithm with damage indexes separation and imaging fusion	14
Compound damage detection using wavelet transform and deep neural network trained on healthy and single damage states: Validation on a laboratory-scale offshore jacket model	14
Experimental and numerical investigation on strain-based structural health monitoring of impacted composite stiffened panels	14
Damage detection for bridges via adaptive modal neighborhood standardization considering environmental variability	14
A novel acoustic emission sensor design and modeling method for monitoring the status of high-speed train bearings	14
An intelligent monitoring framework for crack anomaly detection and early warning in concrete bridges using GAF-based classification and GRU prediction	14
Bolt load looseness measurement for slip-critical blind bolt by ultrasonic technique: a feasibility study with calibration and experimental verification	14
Pattern recognition in electromechanical impedance spectroscopy damage detection of adhesive joints using multidimensional scaling	14
SHM-informed life-cycle intelligent maintenance of fatigue-sensitive detail using Bayesian forecasting and Markov decision process	14
GBL-MSS: a graph broad learning method for rolling bearing fault diagnosis under strong noise interference	14
A multitask framework with self-attention mechanism for simultaneous detection of axial pressure, shear deformation, and rupture damage in rubber bearings	14
Blade crack detection based on domain adaptation and autoencoder of multidimensional vibro-acoustic feature fusion	14
A novel feature extraction method based on symbol-scale diversity entropy and its application for fault diagnosis of rotary machines	14
Towards smart monitoring of systems: an integrated non-parametric Bayesian KDE and LSTM approach for anomaly detection of rotating machinery under uncertainties	13
A hybrid attention hierarchical network-based extreme event detection method for structural health monitoring	13
Enhancing automated health monitoring of road infrastructure through a hierarchical robust deep learning approach	13
Research on multimodal techniques for arc detection in railway systems with limited data	13
Online health monitoring of rotating machine elements using statistical spectral distances	13
Detecting pre-existing HDPE double-wall corrugated drainage pipe disconnection with fiber-optic distributed acoustic sensing	13
Influence line theory supported single sensor-based strain feature for bridge defect diagnosis	13
Detecting delamination of concrete cover using movable PZT sensors and baseline-free electromechanical impedance techniques	13
Feature map field fusion of guided wave vibrometer data for increased fault localization capability	13
A geometrical morphology-enhanced computer vision approach for structural health assessment	13
A novel high-precision lightweight concrete bridge crack image recognition method based on knowledge distillation	13
Parameter-adaptive CYCBD β blind deconvolution for bearing fault diagnosis of a reduction gearbox	13
Adaptive resize-residual deep neural network for fault diagnosis of rotating machinery	13
Locating cracks in smart TRC elements based on the TDR concept	13
An optimal candidate fault frequency periodicity index optimization-gram for bearing fault diagnosis	13
Damage monitoring of glass/epoxy-curved laminates with different stacking sequences using acoustic emission	13
Accelerating Bayesian inference of structural damage detection based on physics-guided CNN and zero-shot transfer learning	12
Spatiotemporal graph neural diagnostics for rotating machinery: a single-sensor multidimensional fusion framework	12
Pitting corrosion diagnostics and prognostics for miter gates using multiscale simulation and image inspection data	12
Adaptive and cross-attention Vision Transformer-based transfer network for elevator fault diagnosis toward unbalanced samples	12
Automated real-time cable tension warning framework using long-term monitoring data and a convolutional neural network	12
Quantitative detection of typical bridge surface damages based on global attention mechanism and YOLOv7 network	12
Integrating the maximum mean discrepancy metric with time–frequency enhanced convolutional neural networks for fault diagnosis	12
A lightweight and real-time deep learning approach for pipeline bolt loosening detection using active guided waves	12
A dual-sensor AE localization method for damaged steel tendon in prestressed concrete girders using waveguide rods	12
Intelligent perception and early warning for deterioration of prestressed concrete box-girder bridges via the variation mining of mapping from vehicle load to structural displacement	12
A fault diagnosis method with continuous frequency-band indicator embedding and class-aware interpretable feature weighting	12
Quantitative blade damage detection based on multisource domain and multistage joint transfer	12
Track acoustic signal compression method based on sparse decomposition and M 2to1 -guided resampling	12
Probabilistic damage analysis of rebar corrosion in recycled aggregate concrete using sideband intensity-based nonlinear ultrasonic technique	12
A deep learning-empowered data anomaly detection method based on a symmetric dot pattern for bridge monitoring data	12
An interpretable algorithm unrolling network inspired by group-based sparse coding for mechanical fault diagnosis	12
Conditional disentangled representation augmentation network for imbalanced domain generalization fault diagnosis of rotating machinery	12
Attention-enhanced spatiotemporal deep learning-based automatic warning model with uncertainty estimation in dam safety	12
An unsupervised context-free forecasting method for structural health monitoring by generative adversarial networks with progressive growing and self-attention	11
A fault source localization method for aircraft engine casing with dual-sensors based on acoustic emission	11
Interpretable research on the health monitoring network of prefabricated building beam–column joints	11
A novel Lamb wave-based multi-damage dataset construction and quantification algorithm under the framework of multi-task deep learning	11
Identification of bridge influence line and multiple-vehicle loads based on physics-informed neural networks	11
Damage detection and location using a simulated annealing-artificial hummingbird algorithm with an improved objective function	11
Turning aeronautical brackets into smart monitoring devices: integration of sensors and load identification algorithms	11
Enhanced Bayesian sparse representation of mechanical fault signals by structural feature-oriented matching composite dictionary construction	11
Optimal tuning of three deep learning methods with signal processing and anomaly detection for multi-class damage detection of a large-scale bridge	11
An improved approach for compressive sensing of vibration signals considering spectral leakage effect	11
A multi-physical approach for crack monitoring in prestressed concrete girders: A case study	11
Metaheuristic-based pruning for efficient structural health monitoring	11
Automated labeling and abnormal detection based on kernel cluster local outlier factor for machinery health monitoring	11
Nondestructive detection for carbon fiber-reinforced polymer pipes based on capacitive coupling principle and auto-balancing impedance measurement	11
AI-driven detection of failure modes in thermoplastic composites using acoustic emission techniques	11
Robotics and unmanned aerial vehicles for smart structural health monitoring: A systematic review	11
Structural health monitoring of nanocomposite adhesively bonded joints using electrical impedance variations	11
Detection of cavities and leakage near buried pipelines using transmission lines considering influence range of electromagnetic waves	11
Weighted plane deformation modeling and crack analysis for high core-wall rockfill dams	11
MIENgram: an optimal demodulation frequency band selection method for early fault diagnosis of wind turbine bearings	11
Acoustic monitoring of wind turbine blades using wavelet packet analysis and 1D convolutional neural networks	10
Vibration resonance-assisted stochastic resonance for incipient bearing fault detection	10
An unsupervised transfer learning bearing fault diagnosis method based on multi-channel calibrated Transformer with shiftable window	10
Optical phase mode analysis method for pipeline bolt looseness identification using distributed optical fiber acoustic sensing	10
Damage location diagnosis of frame structure based on wavelet denoising and convolution neural network implanted with Inception module and LSTM	10