OOIR: Observatory of International Research

Papers

(The TQCC of Journal of Civil Structural Health Monitoring is 9. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2022-05-01 to 2026-05-01.)

Article	Citations
Modal analysis of flexible photovoltaic support system using multi-source data	88
An integrated system for tunnel construction safety control based on BIM–IoT–PSO	75
B-CNN: a deep learning method for accelerometer-based fatigue cracks monitoring system	70
GNSS time-synchronised wireless vision sensor network for structural health monitoring	62
A Kalman filter-based BWIM method with adaptive observation noise estimation using variational modal decomposition	50
Reconstruction of structural acceleration response based on CNN-BiGRU with squeeze-and-excitation under environmental temperature effects	47
Prestress force and moving force identification in prestressed concrete bridges via Lagrangian polynomial-based load shape function approach	43
Development and implementation of medium-fidelity physics-based model for hybrid digital twin-based damage identification of piping structures	42
Dynamic characteristics of multi-degree-of-freedom frame systems derived from vision-based displacement measurement using consumer-grade camera video	40
In Memoriam	39
Probabilistic damage detection using a new likelihood-free Bayesian inference method	39
Determination of future creep and seismic behaviors of dams using 3D analyses validated by long-term levelling measurements	38
Spatio-temporal analysis of georeferenced time-series applied to structural monitoring	36
Development and applications of slope and river monitoring system using low-power wide-area network technology	33
Crack width measurement with OFDR distributed fiber optic sensors considering strain redistribution after structure cracking	32
Structural damage information amplification methodology based on cluster Mahalanobis distance cumulant and IMFs	32
Bridge damage detection based on principal component analysis and dynamic time warping	32
An automated health monitoring system for uncoordinated deformation between the metro station side wall and row piles	32
Data-driven dynamic response forecasting and anomaly detection in long-span bridges	31
Structural damage identification based on variational mode decomposition–Hilbert transform and CNN	31
Experimental study on the damage identification of bridge expansion joints	29
Automatic detection of loose bolts in pipeline structures based on anti-noise mel cepstrum differential features and deep learning	29
Multisensor data fusion-based structural health monitoring for buried metallic pipelines under complicated stress states	29
An improved multi-task approach for SHM missing data reconstruction using attentive neural process and meta-learning	28
Environmental effects on the experimental modal parameters of masonry buildings: experiences from the Italian Seismic Observatory of Structures (OSS) network	28

Rapid seismic performance evaluation of existing frame structures using equivalent SDOF modeling and prior dynamic testing	28
A method suitable for tunnel inspection robots to diagnose multi-defects of structures using the extraction of hybrid visual features	27
Automatic detection of delamination on tunnel lining surfaces from laser 3D point cloud data by 3D features and a support vector machine	26
Variations of natural frequencies of masonry minarets due to environmental effects	26
Automated multi-type damage detection framework in reinforced concrete structures via data augmentation and deep segmentation networks	26
A tunnel structure health monitoring method based on surface strain monitoring	25
Explainable machine learning for condition assessment of communication towers	25
Measurement of stress variation in unbonded and semi-bonded prestressing steel strands using the peak time shift of guided ultrasonic waves	25
Long-term deflection monitoring of a heritage, timber truss structure, and development of an integrated emergency alarm program	24
Enhanced structural health monitoring of ageing Pratt truss bridges: a combined approach of static and dynamic measurements	24
Initial monitoring of a six-story lightweight timber frame building under different environmental conditions	24
A transfer learning SHM strategy for bridges enriched by the use of speaker recognition x-vectors	23
Special issue on Distributed and quasi-distributed monitoring of civil infrastructure systems	23
A comparative machine learning approach for entropy-based damage detection using output-only correlation signal	23
Optimal UAV camera position for automated computer vision-based inspection of bolt looseness in steel structures based on 4D BIM	22
Automated structural integrity assessment of bridges: a hybrid machine learning and feature-based framework	22
Spatial shape identification of long-span suspension bridges using 3d laser scanning technology	21
Automated damage identification for condition monitoring using short and time-varying structural responses	21
Correction to: Automation in Bayesian operational modal analysis using clustering‑based interpretation of stabilization diagram	21
Structural assessment of existing R.C. half-joint bridges according to the new Italian guidelines	21
P3P: a software suite for autonomous SHM of bridge networks	21
A real-time multi-defect automatic identification framework for concrete dams via improved YOLOv5 and knowledge distillation	21
UAV-based automated 3D condition detection of railroad crossties	21
Field investigations on distressed highly skewed multi-cell reinforced concrete bridge	20
Foreword	20
Rapid measuring the static flexibility matrix of bridge structures using an indirect method	20
Self-supervised deep hash image deduplication algorithm for visual inspection of concrete	19
Innovative technologies for structural health monitoring of SFTs: proposal of combination of infrared thermography with mixed reality	19
Analysis of vibration transmission path and influence range of embankment dam structure under vehicle load	19
Evolutionary game theory-based finite element model updating of a moveable cable-stayed footbridge	19
Application of the artificial neural network and enhanced particle swarm optimization to model updating of structures	19
An AIoT system for real-time monitoring and forecasting of railway temperature	19
On the performance of data-driven dynamic models for temperature compensation on bridge monitoring data	18
Site-specific traffic modelling and simulation for a major Italian highway based on weigh-in-motion systems accounting for gross vehicle weight limitations	18
Uncertainty quantification for a deep learning models for image-based crack segmentation	18
Vision-based transmission tower strain monitoring using industrial camera module and slider strain sensing mechanism	18
Nonlinear characteristics of damaged bridges under moving loads using parameter optimization variational mode decomposition	18
An innovative structural health assessment tool for existing precast concrete buildings using deep learning methods and thermal infrared satellite imagery	18
Monitoring and identification of wire breaks in prestressed concrete cylinder pipe based on distributed fiber optic acoustic sensing	17
Real-time sewer defect detection based on YOLO network, transfer learning, and channel pruning algorithm	17
Vibration impact on the platform foundation of Jinan’s historic bell tower induced by road traffic and subway loading	16
Bayesian and deterministic surrogate-assisted approaches for model updating of historical masonry towers	16
Computer vision-based video signal fusion using deep learning architectures	16
Vision-based identification of cable tensions and finite element model verification of a cable-stayed bridge	16
Special issue on Structural health monitoring of intelligent infrastructure: advanced research and real-world applications	16
Unsupervised transfer learning for structural health monitoring of urban pedestrian bridges	15
Intelligent recognition of ground penetrating radar images in urban road detection: a deep learning approach	15
Interval prediction of bridge expansion joint evolution: based on complex network analysis and fuzzy information granulation	15
Understanding of leaning utility poles for visual monitoring of power distribution infrastructure	15
Monitoring the changes in the dynamic properties of an RC building experiencing column loss	15

Data analysis and dynamic characteristic investigation of large-scale civil structures monitored by RTK-GNSS based on a hybrid filtering algorithm	15
Research on damage identification of large-span spatial structures based on deep learning	14
UAV vision detection method for crane surface cracks based on Faster R-CNN and image segmentation	14
Bayesian probabilistic model for reinforcement corrosion ratio of reinforcement in concrete prediction based on modified half-cell potential	14
Computer vision-based dynamic identification of a reinforced concrete elevated water tank	14
A novel method for circumferential joint localization and dislocation detection in subway shield tunnels based on point cloud intensity features and block strategy	14
Very high resolution bridge deformation monitoring using UAV-based photogrammetry	14
Seepage pressure prediction in earth-rock dams using TVF-EMD-LOF outlier detection and CNN-BiLSTM-SAR integrated model	14
Special issue “A compendium of the latest progress in civil SHM with applications”	14
Non-contact measurement of vibration modes of large cable-stayed bridge under ambient conditions: a convenient way of condition monitoring of bridges	14
Post-event evaluation of residual capacity of building structures based on seismic monitoring	14
Feasibility study of bridge load testing using ongoing traffic through rapid estimation of traffic load effects for network-level highway bridges assisted by site-specific ETC data	14
A data enhancement-based quadratic imputation framework for consecutive missing values considering spatiotemporal characteristics of dam deformation	14
Mechanical performance assessment of self-anchored suspension footbridge based on integral configuration	14
Use of a roving computer vision system to compare anomaly detection techniques for health monitoring of bridges	14
Explicit uncertainty propagation in Mahalanobis squared distance for reliable damage detection of bridges using experimental data	13
Analysis of structural vibration characteristics of embankment dam based on DVMD–VDR	13
Self-excited hoisting chain tension measurements for dam spillway gates and identification of uneven hoisting	13
Field monitoring and prediction of the thermal response of an in-service curved continuous welded rail using distributed fiber optic strain measurements	13
Prediction of topside displacement of offshore platforms based on multi-source data fusion with multilayer perceptron neural network	13
An adaptive identification method for outliers in dam deformation monitoring data based on Bayesian model selection and least trimmed squares estimation	13
A seepage prediction method for earth-rock dams integrating surrogate modeling with hysteresis effect functions	13
Structural damage detection of 3-D truss structure using nodal response analysis	13
Hinge damage diagnosis of a prefabricated beam bridge using the difference between quasi-static displacement influence lines	13
Performance monitoring of TBM tunnel: a case study of the West Qinling tunnel	12
Automatic detection of mortar loss on masonry building facades based on deep learning	12
A two-step procedure for damage detection in beam structures with incomplete mode shapes	12
Geometric features extraction and automated classification for damage assessment using LiDAR data	12
Non-contact vehicle weight identification method based on explainable machine learning models and computer vision	12
Evaluating neural radiance fields for effective rebar inspection	12
Detecting missing barricades using 3D volume construction and deep learning algorithm for the safe operation on construction sites	12
Experimental study on the force-magnetic relationship of steel box girder based on metal magnetic memory	12
Defect segmentation and 3D reconstruction in concrete structures using SAM 2 and 3D Gaussian splatting	11
Defect detection method of underwater bored cast-in-place pile based on optical image in borehole	11
Class-wise histogram matching-based domain adaptation in deep learning-based bridge element segmentation	11
A hybrid data-model driven approach for predicting extreme typhoon-induced tower crane responses	11
Enhancing multi-objective prediction of settlement around foundation pit using explainable machine learning	11
Operational modal analysis of a ten-storey building featuring vertical modes	11
Experimental study on structural model failure of cemented material dam	11
Detection of prestressing wire breaks in post-tensioned concrete structures using distributed fiber optic strain sensing	11
Experimental and numerical investigation into corrosion-induced mortar/concrete cracking with distributed optical fiber sensors	10
A critical review of bridge scour monitoring methods	10
Signal difference-based nondestructive low-frequency electromagnetic testing for ferromagnetic material pipe equipment	10
Health monitoring of ultra high fiber performance reinforced concrete communication tower using machine learning algorithms	10
Correction: Unsupervised environmental operating condition compensation strategies in a guided ultrasonic wave monitoring system: evaluation and comparison	10
Improvement for an optimization algorithm and its application in structural model updating	10
Efficient and accurate 3D reconstruction in a featureless tunnel environment: a robust LiDAR-Inertial SLAM tightly coupled with wheel odometry	10
Structural response prediction of large-scale foundation pit based on multi-stage clustering and LSTM	10
Tension-bending coupled fatigue life evaluation of steel wire suspenders of a novel designed main-cable-looped suspension bridge under random traffic flow	10
Monitored seismic performance assessment of cable‑stayed bridges during the 2023 Kahramanmaraş earthquakes (M7.7 and M7.6)	9
Damage identification method of long-span spatial structure based on time-series model of measured data	9
Experimental assessment of the performance of terrestrial laser scanners in monitoring the geometric deformations in retaining walls	9
Operational modal damping identification based on compressive sensing	9
An FDD-based modal parameter-less proportional flexibility-resembling matrix for response-only damage detection	9
Identification of multiple bridge frequencies using a movable test vehicle by approximating axle responses to contact-point responses: theory and experiment	9
Integrating material characteristics into compaction assessment: a VMD-SDP/STFT and deep learning approach for rockfill quality monitoring	9
Prediction and interpretation of the deformation behaviour of high arch dams based on a measured temperature field	9
Robust and efficient feature-based method for structural health monitoring of large structures	9
Deep learning-based multi-category disease semantic image segmentation detection for concrete structures using the Res-Unet model	9
Underwater adaptation of rebound hammer for concrete strength testing: experimental development and field validation	9
UAV-based 3D segmentation and structural damage assessment of regional buildings	9
Block masonry equation-based model updating of a masonry minaret and seismic performance evaluation	9
Physics-informed neural network-based methodology for joint identification of foundation voids and structural deformations of buried water pipelines	9
Damage detection combining principal component analysis and deep convolutional neural network with dynamic response from FBG arrays	9
Generative adversarial networks for labeled acceleration data augmentation for structural damage detection	9
Computer vision-based displacement measurement using spatio-temporal context and optical flow considering illumination variation	9
Temperature monitoring experiment and numerical simulation of the orifice structure in an arch dam considering solar radiation effects	9