Computer-Aided Civil and Infrastructure Engineering

Article	Citations
Automated pavement crack detection and segmentation based on two‐step convolutional neural network	197
Generative adversarial network for road damage detection	156
Automatic detection method of cracks from concrete surface imagery using two‐step light gradient boosting machine	122
Graph neural network and reinforcement learning for multi‐agent cooperative control of connected autonomous vehicles	107
Regional resilience analysis: A multiscale approach to optimize the resilience of interdependent infrastructure	91
Automatic detection method of tunnel lining multi‐defects via an enhanced You Only Look Once network	89
Deep reinforcement learning for long‐term pavement maintenance planning	86
Noncontact cable force estimation with unmanned aerial vehicle and computer vision	85
Uncertainty‐assisted deep vision structural health monitoring	84
Optimization of electric bus scheduling considering stochastic volatilities in trip travel time and energy consumption	83
Real‐time regional seismic damage assessment framework based on long short‐term memory neural network	78
Detecting safety helmet wearing on construction sites with bounding‐box regression and deep transfer learning	73
Cross‐scene pavement distress detection by a novel transfer learning framework	73
Crack detection using fusion features‐based broad learning system and image processing	69
Efficient training of physics‐informed neural networks via importance sampling	68
Hybrid deep learning architecture for rail surface segmentation and surface defect detection	62
Deep learning for post‐hurricane aerial damage assessment of buildings	61
Early damage detection by an innovative unsupervised learning method based on kernel null space and peak‐over‐threshold	61
Automatic railroad track components inspection using real‐time instance segmentation	60
Semi‐supervised learning based on convolutional neural network and uncertainty filter for façade defects classification	58
Balanced semisupervised generative adversarial network for damage assessment from low‐data imbalanced‐class regime	55
Façade defects classification from imbalanced dataset using meta learning‐based convolutional neural network	53
Homography‐based structural displacement measurement for large structures using unmanned aerial vehicles	53
Structural damage detection and localization using decision tree ensemble and vibration data	50
Machine learning and image processing approaches for estimating concrete surface roughness using basic cameras	48

Cable force estimation of a long‐span cable‐stayed bridge with microwave interferometric radar	46
Tiny‐Crack‐Net: A multiscale feature fusion network with attention mechanisms for segmentation of tiny cracks	46
A deep reinforcement learning approach to mountain railway alignment optimization	45
A multi‐objective genetic algorithm strategy for robust optimal sensor placement	45
Autonomous detection of damage to multiple steel surfaces from 360° panoramas using deep neural networks	45
Shear loading detection of through bolts in bridge structures using a percussion‐based one‐dimensional memory‐augmented convolutional neural network	44
Automated crack assessment and quantitative growth monitoring	43
A deep learning‐based image captioning method to automatically generate comprehensive explanations of bridge damage	43
Multistage semisupervised active learning framework for crack identification, segmentation, and measurement of bridges	42
Mechanical–transport–chemical modeling of electrochemical repair methods for corrosion‐induced cracking in marine concrete	42
Dual attention deep learning network for automatic steel surface defect segmentation	41
Real‐time structural displacement estimation by fusing asynchronous acceleration and computer vision measurements	41
A knowledge‐enhanced deep reinforcement learning‐based shape optimizer for aerodynamic mitigation of wind‐sensitive structures	41
Structural sensing with deep learning: Strain estimation from acceleration data for fatigue assessment	41
Deep semantic segmentation for visual understanding on construction sites	41
A generative adversarial network for travel times imputation using trajectory data	40
A platoon regulation algorithm to improve the traffic performance of highway work zones	38
Bayesian‐optimized unsupervised learning approach for structural damage detection	37
Network‐wide traffic speed forecasting: 3D convolutional neural network with ensemble empirical mode decomposition	37
A decentralized unsupervised structural condition diagnosis approach using deep auto‐encoders	35
A robust prediction model for displacement of concrete dams subjected to irregular water‐level fluctuations	35
A novel U‐shaped encoder–decoder network with attention mechanism for detection and evaluation of road cracks at pixel level	35
The development of Gaussian process regression for effective regional post‐earthquake building damage inference	33
Dynamics‐based cross‐domain structural damage detection through deep transfer learning	33
Recognition of rust grade and rust ratio of steel structures based on ensembled convolutional neural network	32
Image‐based monitoring of bolt loosening through deep‐learning‐based integrated detection and tracking	32
Mountain railway alignment optimization considering geological impacts: A cost‐hazard bi‐objective model	32
An optimization strategy to improve the deep learning‐based recognition model of leakage in shield tunnels	31
Pixel‐level multicategory detection of visible seismic damage of reinforced concrete components	31
Multicategory damage detection and safety assessment of post‐earthquake reinforced concrete structures using deep learning	30
Convex relaxation for efficient sensor layout optimization in large‐scale structures subjected to moving loads	30
Stability prediction for asphalt mixture based on evolutional characterization of aggregate skeleton	30
Deep generative Bayesian optimization for sensor placement in structural health monitoring	30
Toward a general unsupervised novelty detection framework in structural health monitoring	30
Tunnel condition assessment via cloud model‐based random forests and self‐training approach	29
Structure‐aware 3D reconstruction for cable‐stayed bridges: A learning‐based method	28
Spatiotemporal gated graph attention network for urban traffic flow prediction based on license plate recognition data	28
Construction site information decentralized management using blockchain and smart contracts	28
Simulation‐based dynamic traffic assignment: Meta‐heuristic solution methods with parallel computing	28
Deep learning‐based object identification with instance segmentation and pseudo‐LiDAR point cloud for work zone safety	27
A hybrid deep learning model for predictive flood warning and situation awareness using channel network sensors data	27
A procedure to model and design elastomeric‐based isolation systems for the seismic protection of rocking art objects	27
Collaborative control of traffic signal and variable guiding lane for isolated intersection under connected and automated vehicle environment	27
Bi‐objective mountain railway alignment optimization incorporating seismic risk assessment	27
Large‐scale structural health monitoring using composite recurrent neural networks and grid environments	27
A self‐sparse generative adversarial network for autonomous early‐stage design of architectural sketches	27
Reinforcement learning‐based bird‐view automated vehicle control to avoid crossing traffic	27
A night pavement crack detection method based on image‐to‐image translation	27
Proactive proximity monitoring with instance segmentation and unmanned aerial vehicle‐acquired video‐frame prediction	26
Exploring and exploiting ant colony optimization algorithm for vertical highway alignment development	26

Indoor camera pose estimation via style‐transfer 3D models	26
Semiautomated social media analytics for sensing societal impacts due to community disruptions during disasters	25
A hierarchical framework for improving ride comfort of autonomous vehicles via deep reinforcement learning with external knowledge	25
Multifidelity approach for data‐driven prediction models of structural behaviors with limited data	25
Deformation forecasting of a hydropower dam by hybridizing a long short‐term memory deep learning network with the coronavirus optimization algorithm	25
Dual Bayesian inference for risk‐informed vibration‐based damage diagnosis	25
A compressive sensing method for processing and improving vision‐based target‐tracking signals for structural health monitoring	25
A methodology for measuring the total displacements of structures using a laser–camera system	25
A deep neural network framework for real‐time on‐site estimation of acceleration response spectra of seismic ground motions	25
A multilabel classification approach to identify hurricane‐induced infrastructure disruptions using social media data	24
Deep reinforcement learning for automated design of reinforced concrete structures	24
A decision‐making methodology for risk‐informed earthquake early warning	24
A discrete lattice model for assessment of buildability performance of 3D‐printed concrete	24
A hybrid metaheuristic method for optimization of active tuned mass dampers	24
A deep reinforcement learning‐based distributed connected automated vehicle control under communication failure	24
Blockchain technology and smart contract for civil structural health monitoring system	24
Hybrid semantic segmentation for tunnel lining cracks based on Swin Transformer and convolutional neural network	24
Noncontact deflection measurement for bridge through a multi‐UAVs system	24
Finicky transfer learning—A method of pruning convolutional neural networks for cracks classification on edge devices	23
Computer‐vision‐based differential remeshing for updating the geometry of finite element model	23
Real‐time automatic crack detection method based on drone	23
Simultaneous optimization of 3D alignments and station locations for dedicated high‐speed railways	23
Autoencoders for unsupervised real‐time bridge health assessment	23
Estimation of railway track longitudinal irregularity using vehicle response with information compression and Bayesian deep learning	23
Intelligent pixel‐level detection of multiple distresses and surface design features on asphalt pavements	22
Deep learning–based nondestructive evaluation of reinforcement bars using ground‐penetrating radar and electromagnetic induction data	22
Vortex‐induced vibration measurement of a long‐span suspension bridge through noncontact sensing strategies	22
Structure‐PoseNet for identification of dense dynamic displacement and three‐dimensional poses of structures using a monocular camera	22
Asphalt pavement modulus backcalculation using surface deflections under moving loads	22
An algorithm for random generation of admissible horizontal alignments for optimum layout design	21
Clustering of designers based on building information modeling event logs	21
A deterministic algorithm for nonlinear, fatigue‐based structural health monitoring	21
Dynamic origin‐destination flow estimation using automatic vehicle identification data: A 3D convolutional neural network approach	21
Processing of mobile laser scanning data for large‐scale deformation monitoring of anchored retaining structures along highways	21
Drone scheduling for construction site surveillance	21
Reducing the effect of sample bias for small data sets with double‐weighted support vector transfer regression	21
Octree‐based point cloud simulation to assess the readiness of highway infrastructure for autonomous vehicles	21
Lost data neural semantic recovery framework for structural health monitoring based on deep learning	21
Complex frequency identification using real modal shapes for a structure with proportional damping	21
Wireless SmartVision system for synchronized displacement monitoring of railroad bridges	20
A hybrid spatial–temporal deep learning architecture for lane detection	20
A sigmoid‐optimized encoder–decoder network for crack segmentation with copy‐edit‐paste transfer learning	20
Modeling of microstructural effects on the creep of hardened cement paste using an experimentally informed lattice model	20
Multi‐agent modeling of hazard–household–infrastructure nexus for equitable resilience assessment	20
Trajectory control in roundabouts with a mixed fleet of automated and human‐driven vehicles	19
Automatic modeling of prefabricated components with laser‐scanned data for virtual trial assembly	19
Post‐disaster damage classification based on deep multi‐view image fusion	19
A 3D reconstruction method for buildings based on monocular vision	19
Convolutional neural network for automated classification of jointed plain concrete pavement conditions	18
Automatic pixel‐level crack detection with multi‐scale feature fusion for slab tracks	18
Automatic concrete defect detection and reconstruction by aligning aerial images onto semantic‐rich building information model	18
On‐line system identification of structures using wavelet‐Hilbert transform and sparse component analysis	18
Sparse‐sensing and superpixel‐based segmentation model for concrete cracks	18
Optimization‐based three‐dimensional strut‐and‐tie model generation for reinforced concrete	18
Asphalt pavement macrotexture reconstruction from monocular image based on deep convolutional neural network	18
Control strategy for stable formation of high‐speed virtually coupled trains with disturbances and delays	18
Resilience assessment of electrified road networks subject to charging station failures	17
Automatic generation of fine‐grained traffic load spectrum via fusion of weigh‐in‐motion and vehicle spatial–temporal information	17
Identifying safe intersection design through unsupervised feature extraction from satellite imagery	17
Active learning method for risk assessment of distributed infrastructure systems	17
Design of the submerged horizontal plate breakwater using a fully coupled hydroelastic approach	16
Topological surrogates for computationally efficient seismic robustness optimization of water pipe networks	16
3D convolutional neural network‐based one‐stage model for real‐time action detection in video of construction equipment	16
Probabilistic vehicle weight estimation using physics‐constrained generative adversarial network	16
Random fields representation over manifolds via isometric feature mapping‐based dimension reduction	15
Methodology for analyzing the trade‐offs associated with multi‐objective optimization in transportation asset management under uncertainty	15
High‐performance vibration isolation technique using passive negative stiffness and semiactive damping	15
Estimation of internal corrosion degree from observed surface cracking of concrete using mesoscale simulation with Model Predictive Control	15
A computational framework for fluid–structure interaction with applications on stability evaluation of breakwater under combined tsunami–earthquake activity	15
Integrating segmentation and parameter estimation for recreating vertical alignments	15
Graph‐based deep learning model for knowledge base completion in constraint management of construction projects	15
Simulation of mixed traffic with cooperative lane changes	15
Morphological simplification of asphaltic mixture components for micromechanical simulation using finite element method	14
Viscosity characterization of confined bitumen considering microaggregate‐bitumen interactions	14
Recognizing object surface materials to adapt robotic disinfection in infrastructure facilities	14
An efficient model for predicting the dynamic performance of fine aggregate matrix	14
A neural network–based approach for fill factor estimation and bucket detection on construction vehicles	14
A distributed deep reinforcement learning–based integrated dynamic bus control system in a connected environment	14
Game theory‐based metaheuristics for structural design optimization	14
Optimal route design of electric transit networks considering travel reliability	14

Fuzzy‐based method for efficient seismic performance evaluation of structures with uncertainty	14
A graph convolution network‐deep reinforcement learning model for resilient water distribution network repair decisions	13
Optimum distribution of seismic energy dissipation devices using neural network and fuzzy inference system	13
Automated visual surveying of vehicle heights to help measure the risk of overheight collisions using deep learning and view geometry	13
Mechanical state inversion method for structural performance evaluation of existing suspension bridges using 3D laser scanning	13
Broad Bayesian learning (BBL) for nonparametric probabilistic modeling with optimized architecture configuration	13
Automatic far‐field camera calibration for construction scene analysis	13
Meso‐scale modeling of chloride diffusivity in mortar subjected to corrosion‐induced cracking	12
Multi‐defect segmentation from façade images using balanced copy–paste method	12
An integrated transport and economic equilibrium model for autonomous transportation systems considering parking behavior	12
A robust real‐time method for identifying hydraulic tunnel structural defects using deep learning and computer vision	12
Stochastic lattice discrete particle modeling of fracture in pervious concrete	12
A phase‐field lattice Boltzmann method for the solution of water‐entry and water‐exit problems	12
Deep convolutional generative adversarial networks for the generation of numerous artificial spectrum‐compatible earthquake accelerograms using a limited number of ground motion records	12
Modeling adaptive platoon and reservation‐based intersection control for connected and autonomous vehicles employing deep reinforcement learning	12
A heuristic method to identify optimum seismic retrofit strategies for critical infrastructure systems	12
Automated extraction of structural beam lines and connections from point clouds of steel buildings	11
A Bayesian smoothing for input‐state estimation of structural systems	11
Online estimation model for passenger flow state in urban rail transit using multi‐source data	11
A computational framework for selecting the optimal combination of seismic retrofit and insurance coverage	11
Learning‐based image scale estimation using surface textures for quantitative visual inspection of regions‐of‐interest	11
Traffic signal optimization for partially observable traffic system and low penetration rate of connected vehicles	11
Prompt engineering for zero‐shot and few‐shot defect detection and classification using a visual‐language pretrained model	11
A consistent second‐order hydrodynamic model in the time domain for floating structures with large horizontal motions	11
Large‐scale building damage assessment using a novel hierarchical transformer architecture on satellite images	11
Transformer‐optimized generation, detection, and tracking network for images with drainage pipeline defects	11
3D vision‐based out‐of‐plane displacement quantification for steel plate structures using structure‐from‐motion, deep learning, and point‐cloud processing	10
Visualizing and quantifying small and nonstationary structural motions in video measurement	10
Signal timing at an isolated intersection under mixed traffic environment with self‐organizing connected and automated vehicles	10
An integrated simulation method for coupled dynamic systems	10
Gait trajectory‐based interactive controller for lower limb exoskeletons for construction workers	10
Sampling‐based modified ant colony optimization method for high‐speed rail alignment development	10
Registration‐free point cloud generation technique using rotating mirrors	10
An accelerated boundary element method via cross approximation of integral kernels for large‐scale cathodic protection problems	10
Methodology to integrate augmented reality and pattern recognition for crack detection	10
Recording of bridge damage areas by 3D integration of multiple images and reduction of the variability in detected results	10
A computer vision‐based deep learning model to detect wrong‐way driving using pan–tilt–zoom traffic cameras	10
Sensitivity analysis and uncertainty quantification of a seismic risk model for road networks	10
A vision monitoring system for multipoint deflection of large‐span bridge based on camera networking	10
Contract bundling considerations in urban road project scheduling	10
Damage detection of nonlinear structures using probability density ratio estimation	10
Pixel‐level thin crack detection on road surface using convolutional neural network for severely imbalanced data	9
Building height calculation for an urban area based on street view images and deep learning	9
Detecting cracks in concrete structures with the baseline model of the visual characteristics of images	9
Optimal location planning of electric bus charging stations with integrated photovoltaic and energy storage system	9
A warning framework for avoiding vessel‐bridge and vessel‐vessel collisions based on generative adversarial and dual‐task networks	9
A robust subpixel refinement technique using self‐adaptive edge points matching for vision‐based structural displacement measurement	9
Mountain railway alignment optimization integrating layouts of large‐scale auxiliary construction projects	9
Using machine learning to analyze and predict construction task productivity	9
Elastic structural analysis based on graph neural network without labeled data	9
Characterization of the road profile and the rotational stiffness of supports in a bridge based on axle accelerations of a crossing vehicle	9
Displacement measurement of large structures using nonoverlapping field of view multi‐camera systems under six degrees of freedom ego‐motion	9
Nonplanar sensing skins for structural health monitoring based on electrical resistance tomography	9
Rate‐dependent fracture modeling of bituminous media using nonlinear viscoelastic cohesive zone with Gaussian damage function	8
Optimal planning of flood‐resilient electric vehicle charging stations	8
Optimization of annual planned rail maintenance	8
Feasibility of energy harvesting from vertical pedestrian‐induced vibrations of footbridges for smart monitoring applications	8
Characterizing asphalt mixtures with random aggregate gradations based on the three‐dimensional locally homogeneous model	8
Measuring aggregate morphologies based on three‐dimensional curvature analysis	8
Remote robotic system for 3D measurement of concrete damage in tunnel with ground vehicle and manipulator	8
A shake table protocol for seismic assessment and qualification of acceleration‐sensitive nonstructural elements	8
Community resilience assessment via agent‐based modeling approach	8
Automatic roller path tracking and mapping for pavement compaction using infrared thermography	8
Visual–inertial structural acceleration measurement	8
Automated inspection and monitoring of member deformation in grid structures	8
Modeling, equilibrium, and demand management for mobility and delivery services in Mobility‐as‐a‐Service ecosystems	8
A Perturbed Markovian process with state‐dependent increments and measurement uncertainty in degradation modeling	8
Internal force monitoring and estimation of a long‐span ring beam using long‐gauge strain sensing	8
Active learning structural model updating of a multisensory system based on Kriging method and Bayesian inference	8
Metrics and methods for evaluating model‐driven reality capture plans	8
Adaptive approximate Bayesian computation by subset simulation for structural model calibration	7
Learning decision boundaries for cone penetration test classification	7
A stochastic programming approach to enhance the resilience of infrastructure under weather‐related risk	7
Efficient simulation of wind fields based on the factorization of wavenumber‐frequency joint spectrum	7
Predicting early‐age stress evolution in restrained concrete by thermo‐chemo‐mechanical model and active ensemble learning	7
Evidential transformer for pavement distress segmentation	7
Hazard ontology and 4D benchmark model for facilitation of automated construction safety requirement analysis	7
Hierarchical Bayesian modeling for knowledge transfer across engineering fleets via multitask learning	7
Iterative application of generative adversarial networks for improved buried pipe detection from images obtained by ground‐penetrating radar	7
Determination of minimum horizontal curve radius for safe stopping sight distance of vehicles overpassing truck platoons	7
Deep learning‐based automatic detection of muck types for earth pressure balance shield tunneling in soft ground	7
Simulation‐based optimization method for arterial signal control considering traffic safety and efficiency under uncertainties	7
A decentralized robust control approach for virtually coupled train sets	7
3D active dynamic actuation model for offshore cranes	7
A grid‐based classification and box‐based detection fusion model for asphalt pavement crack	7
Rolling‐horizon–based strategy of fully cooperative traffic under signalized intersections	6
Computational morphogenesis of free‐form grid structures with Voronoi diagram	6
Visual–auditory learning network for construction equipment action detection	6
A unified normalization method for homography estimation using combined point and line correspondences	6
A methodology for scheduling within‐day roadway work zones using deep neural networks and active learning	6
Ride comfort assessment for automated vehicles utilizing a road surface model and Monte Carlo simulations	6
Strain measurement based on cooperative operation with different smartphones	6
Seismic adaptive control of building structures with simultaneous sensor and damper faults based on dynamic neural network	6
Equipment activity recognition and early fault detection in automated construction through a hybrid machine learning framework	6
Segment‐condition‐based railway track maintenance schedule optimization	6