Computer-Aided Civil and Infrastructure Engineering

(The TQCC of Computer-Aided Civil and Infrastructure Engineering is 12. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 500 papers]. The publications cover those that have been published in the past four years, i.e., from 2019-12-01 to 2023-12-01.)
Automated pavement crack detection and segmentation based on two‐step convolutional neural network170
Deep learning for data anomaly detection and data compression of a long‐span suspension bridge144
Generative adversarial network for road damage detection133
Real‐time crack assessment using deep neural networks with wall‐climbing unmanned aerial system115
Automatic detection method of cracks from concrete surface imagery using two‐step light gradient boosting machine105
Graph neural network and reinforcement learning for multi‐agent cooperative control of connected autonomous vehicles87
A deep‐learning‐based computer vision solution for construction vehicle detection85
Regional resilience analysis: A multiscale approach to optimize the resilience of interdependent infrastructure77
Uncertainty‐assisted deep vision structural health monitoring76
Deep reinforcement learning for long‐term pavement maintenance planning73
Optimization of electric bus scheduling considering stochastic volatilities in trip travel time and energy consumption73
Automatic detection method of tunnel lining multi‐defects via an enhanced You Only Look Once network72
Cross‐scene pavement distress detection by a novel transfer learning framework71
Real‐time regional seismic damage assessment framework based on long short‐term memory neural network70
Noncontact cable force estimation with unmanned aerial vehicle and computer vision68
Detecting safety helmet wearing on construction sites with bounding‐box regression and deep transfer learning61
Applicability of machine learning to a crack model in concrete bridges57
Crack detection using fusion features‐based broad learning system and image processing56
Automated crack evaluation of a high‐rise bridge pier using a ring‐type climbing robot54
Postdisaster image‐based damage detection and repair cost estimation of reinforced concrete buildings using dual convolutional neural networks54
Vibration‐based semantic damage segmentation for large‐scale structural health monitoring53
Automatic railroad track components inspection using real‐time instance segmentation52
Efficient training of physics‐informed neural networks via importance sampling52
Early damage detection by an innovative unsupervised learning method based on kernel null space and peak‐over‐threshold51
Hybrid deep learning architecture for rail surface segmentation and surface defect detection50
Semi‐supervised learning based on convolutional neural network and uncertainty filter for façade defects classification50
Façade defects classification from imbalanced dataset using meta learning‐based convolutional neural network48
Deep learning for post‐hurricane aerial damage assessment of buildings47
Balanced semisupervised generative adversarial network for damage assessment from low‐data imbalanced‐class regime46
Pavement defect detection with fully convolutional network and an uncertainty framework45
Machine learning and image processing approaches for estimating concrete surface roughness using basic cameras43
Structural damage detection and localization using decision tree ensemble and vibration data42
Homography‐based structural displacement measurement for large structures using unmanned aerial vehicles42
Computer vision‐based recognition of 3D relationship between construction entities for monitoring struck‐by accidents42
Autonomous detection of damage to multiple steel surfaces from 360° panoramas using deep neural networks41
Cable force estimation of a long‐span cable‐stayed bridge with microwave interferometric radar40
A deep reinforcement learning approach to mountain railway alignment optimization39
Shear loading detection of through bolts in bridge structures using a percussion‐based one‐dimensional memory‐augmented convolutional neural network39
Structural sensing with deep learning: Strain estimation from acceleration data for fatigue assessment37
A modified motion planning algorithm for horizontal highway alignment development36
A knowledge‐enhanced deep reinforcement learning‐based shape optimizer for aerodynamic mitigation of wind‐sensitive structures36
A generative adversarial network for travel times imputation using trajectory data36
A multi‐objective genetic algorithm strategy for robust optimal sensor placement36
Convolutional neural networks for pavement roughness assessment using calibration‐free vehicle dynamics36
A platoon regulation algorithm to improve the traffic performance of highway work zones36
Mechanical–transport–chemical modeling of electrochemical repair methods for corrosion‐induced cracking in marine concrete35
Bayesian‐optimized unsupervised learning approach for structural damage detection33
Network‐wide traffic speed forecasting: 3D convolutional neural network with ensemble empirical mode decomposition32
Tiny‐Crack‐Net: A multiscale feature fusion network with attention mechanisms for segmentation of tiny cracks32
A robust prediction model for displacement of concrete dams subjected to irregular water‐level fluctuations32
Real‐time structural displacement estimation by fusing asynchronous acceleration and computer vision measurements32
Automated crack assessment and quantitative growth monitoring31
Deep semantic segmentation for visual understanding on construction sites31
Multistage semisupervised active learning framework for crack identification, segmentation, and measurement of bridges30
Dynamics‐based cross‐domain structural damage detection through deep transfer learning30
A deep learning‐based image captioning method to automatically generate comprehensive explanations of bridge damage30
Dual attention deep learning network for automatic steel surface defect segmentation28
Mountain railway alignment optimization considering geological impacts: A cost‐hazard bi‐objective model28
A decentralized unsupervised structural condition diagnosis approach using deep auto‐encoders28
A critical evaluation of topology optimization results for strut‐and‐tie modeling of reinforced concrete28
Recognition of rust grade and rust ratio of steel structures based on ensembled convolutional neural network28
Combining deep features and activity context to improve recognition of activities of workers in groups27
The development of Gaussian process regression for effective regional post‐earthquake building damage inference27
Convex relaxation for efficient sensor layout optimization in large‐scale structures subjected to moving loads26
A hybrid deep learning model for predictive flood warning and situation awareness using channel network sensors data26
Tunnel condition assessment via cloud model‐based random forests and self‐training approach25
Pixel‐level multicategory detection of visible seismic damage of reinforced concrete components25
Estimating dynamic origin–destination demand: A hybrid framework using license plate recognition data25
Bayesian modeling of flood control networks for failure cascade characterization and vulnerability assessment25
Construction site information decentralized management using blockchain and smart contracts25
Modeling and field experiments on autonomous vehicle lane changing with surrounding human‐driven vehicles25
Bi‐objective mountain railway alignment optimization incorporating seismic risk assessment25
Image‐based monitoring of bolt loosening through deep‐learning‐based integrated detection and tracking25
A novel U‐shaped encoder–decoder network with attention mechanism for detection and evaluation of road cracks at pixel level24
Structure‐aware 3D reconstruction for cable‐stayed bridges: A learning‐based method24
Reinforcement learning‐based bird‐view automated vehicle control to avoid crossing traffic24
A sematic and prior‐knowledge‐aided monocular localization method for construction‐related entities24
Stability prediction for asphalt mixture based on evolutional characterization of aggregate skeleton24
Semiautomated social media analytics for sensing societal impacts due to community disruptions during disasters24
An optimization strategy to improve the deep learning‐based recognition model of leakage in shield tunnels24
A multilabel classification approach to identify hurricane‐induced infrastructure disruptions using social media data23
Exploring and exploiting ant colony optimization algorithm for vertical highway alignment development23
Toward a general unsupervised novelty detection framework in structural health monitoring23
A discrete lattice model for assessment of buildability performance of 3D‐printed concrete22
A night pavement crack detection method based on image‐to‐image translation22
Coupling of microstructural and macrostructural computational approaches for asphalt pavements under rolling tire load22
Simulation‐based dynamic traffic assignment: Meta‐heuristic solution methods with parallel computing22
Deep generative Bayesian optimization for sensor placement in structural health monitoring22
Indoor camera pose estimation via style‐transfer 3D models22
Deformation forecasting of a hydropower dam by hybridizing a long short‐term memory deep learning network with the coronavirus optimization algorithm22
Dual Bayesian inference for risk‐informed vibration‐based damage diagnosis21
A procedure to model and design elastomeric‐based isolation systems for the seismic protection of rocking art objects21
Deep learning‐based object identification with instance segmentation and pseudo‐LiDAR point cloud for work zone safety21
Simultaneous optimization of 3D alignments and station locations for dedicated high‐speed railways21
Dynamic origin‐destination flow estimation using automatic vehicle identification data: A 3D convolutional neural network approach21
A decision‐making methodology for risk‐informed earthquake early warning21
A methodology for measuring the total displacements of structures using a laser–camera system20
Complex frequency identification using real modal shapes for a structure with proportional damping20
Drone scheduling for construction site surveillance20
A compressive sensing method for processing and improving vision‐based target‐tracking signals for structural health monitoring20
Blockchain technology and smart contract for civil structural health monitoring system20
Clustering of designers based on building information modeling event logs20
A hybrid metaheuristic method for optimization of active tuned mass dampers20
Spatiotemporal gated graph attention network for urban traffic flow prediction based on license plate recognition data20
Reducing the effect of sample bias for small data sets with double‐weighted support vector transfer regression20
A deep neural network framework for real‐time on‐site estimation of acceleration response spectra of seismic ground motions20
Asphalt pavement modulus backcalculation using surface deflections under moving loads20
Finicky transfer learning—A method of pruning convolutional neural networks for cracks classification on edge devices20
Deep reinforcement learning for automated design of reinforced concrete structures19
Network‐level scheduling of road construction projects considering user and business impacts19
Processing of mobile laser scanning data for large‐scale deformation monitoring of anchored retaining structures along highways19
Multicategory damage detection and safety assessment of post‐earthquake reinforced concrete structures using deep learning18
Collaborative control of traffic signal and variable guiding lane for isolated intersection under connected and automated vehicle environment18
An algorithm for random generation of admissible horizontal alignments for optimum layout design18
A self‐sparse generative adversarial network for autonomous early‐stage design of architectural sketches18
Optimization‐based three‐dimensional strut‐and‐tie model generation for reinforced concrete18
Noncontact deflection measurement for bridge through a multi‐UAVs system18
Automatic modeling of prefabricated components with laser‐scanned data for virtual trial assembly18
Octree‐based point cloud simulation to assess the readiness of highway infrastructure for autonomous vehicles18
Proactive proximity monitoring with instance segmentation and unmanned aerial vehicle‐acquired video‐frame prediction18
Estimation of railway track longitudinal irregularity using vehicle response with information compression and Bayesian deep learning17
A sigmoid‐optimized encoder–decoder network for crack segmentation with copy‐edit‐paste transfer learning17
Trajectory control in roundabouts with a mixed fleet of automated and human‐driven vehicles17
Cross‐comparison of convergence algorithms to solve trip‐based dynamic traffic assignment problems17
Identifying safe intersection design through unsupervised feature extraction from satellite imagery17
Convolutional neural network for automated classification of jointed plain concrete pavement conditions16
A hierarchical framework for improving ride comfort of autonomous vehicles via deep reinforcement learning with external knowledge16
Vortex‐induced vibration measurement of a long‐span suspension bridge through noncontact sensing strategies16
Resilience assessment of electrified road networks subject to charging station failures16
Computer‐vision‐based differential remeshing for updating the geometry of finite element model16
Asphalt pavement macrotexture reconstruction from monocular image based on deep convolutional neural network16
Hybrid semantic segmentation for tunnel lining cracks based on Swin Transformer and convolutional neural network16
On‐line system identification of structures using wavelet‐Hilbert transform and sparse component analysis16
Active learning method for risk assessment of distributed infrastructure systems16
Deep learning–based nondestructive evaluation of reinforcement bars using ground‐penetrating radar and electromagnetic induction data16
Integrating segmentation and parameter estimation for recreating vertical alignments15
Methodology for analyzing the trade‐offs associated with multi‐objective optimization in transportation asset management under uncertainty15
Benefits of ensemble models in road pavement cracking classification15
A deep reinforcement learning‐based distributed connected automated vehicle control under communication failure15
Multifidelity approach for data‐driven prediction models of structural behaviors with limited data15
Modeling of microstructural effects on the creep of hardened cement paste using an experimentally informed lattice model15
Intelligent pixel‐level detection of multiple distresses and surface design features on asphalt pavements15
A deterministic algorithm for nonlinear, fatigue‐based structural health monitoring15
Design of the submerged horizontal plate breakwater using a fully coupled hydroelastic approach14
Estimation of internal corrosion degree from observed surface cracking of concrete using mesoscale simulation with Model Predictive Control14
Lost data neural semantic recovery framework for structural health monitoring based on deep learning14
Fuzzy‐based method for efficient seismic performance evaluation of structures with uncertainty14
A computational framework for fluid–structure interaction with applications on stability evaluation of breakwater under combined tsunami–earthquake activity14
Sparse‐sensing and superpixel‐based segmentation model for concrete cracks14
Probabilistic vehicle weight estimation using physics‐constrained generative adversarial network14
Topological surrogates for computationally efficient seismic robustness optimization of water pipe networks14
Structure‐PoseNet for identification of dense dynamic displacement and three‐dimensional poses of structures using a monocular camera14
High‐performance vibration isolation technique using passive negative stiffness and semiactive damping13
Game theory‐based metaheuristics for structural design optimization13
Random fields representation over manifolds via isometric feature mapping‐based dimension reduction13
Multi‐agent modeling of hazard–household–infrastructure nexus for equitable resilience assessment13
Construction project scheduling under workspace interference13
Optimum distribution of seismic energy dissipation devices using neural network and fuzzy inference system13
Wireless SmartVision system for synchronized displacement monitoring of railroad bridges12
An efficient model for predicting the dynamic performance of fine aggregate matrix12
Large‐scale structural health monitoring using composite recurrent neural networks and grid environments12
Autoencoders for unsupervised real‐time bridge health assessment12
Morphological simplification of asphaltic mixture components for micromechanical simulation using finite element method12
Automatic far‐field camera calibration for construction scene analysis12
A 3D reconstruction method for buildings based on monocular vision12
Wavelet‐based approach of time series model for modal identification of a bridge with incomplete input12
A heuristic method to identify optimum seismic retrofit strategies for critical infrastructure systems12