Computer-Aided Civil and Infrastructure Engineering

Article	Citations
Automated pavement crack detection and segmentation based on two‐step convolutional neural network	170
Deep learning for data anomaly detection and data compression of a long‐span suspension bridge	144
Generative adversarial network for road damage detection	133
Real‐time crack assessment using deep neural networks with wall‐climbing unmanned aerial system	115
Automatic detection method of cracks from concrete surface imagery using two‐step light gradient boosting machine	105
Graph neural network and reinforcement learning for multi‐agent cooperative control of connected autonomous vehicles	87
A deep‐learning‐based computer vision solution for construction vehicle detection	85
Regional resilience analysis: A multiscale approach to optimize the resilience of interdependent infrastructure	77
Uncertainty‐assisted deep vision structural health monitoring	76
Deep reinforcement learning for long‐term pavement maintenance planning	73
Optimization of electric bus scheduling considering stochastic volatilities in trip travel time and energy consumption	73
Automatic detection method of tunnel lining multi‐defects via an enhanced You Only Look Once network	72
Cross‐scene pavement distress detection by a novel transfer learning framework	71
Real‐time regional seismic damage assessment framework based on long short‐term memory neural network	70
Noncontact cable force estimation with unmanned aerial vehicle and computer vision	68
Detecting safety helmet wearing on construction sites with bounding‐box regression and deep transfer learning	61
Applicability of machine learning to a crack model in concrete bridges	57
Crack detection using fusion features‐based broad learning system and image processing	56
Automated crack evaluation of a high‐rise bridge pier using a ring‐type climbing robot	54
Postdisaster image‐based damage detection and repair cost estimation of reinforced concrete buildings using dual convolutional neural networks	54
Vibration‐based semantic damage segmentation for large‐scale structural health monitoring	53
Automatic railroad track components inspection using real‐time instance segmentation	52
Efficient training of physics‐informed neural networks via importance sampling	52
Early damage detection by an innovative unsupervised learning method based on kernel null space and peak‐over‐threshold	51
Hybrid deep learning architecture for rail surface segmentation and surface defect detection	50

Semi‐supervised learning based on convolutional neural network and uncertainty filter for façade defects classification	50
Façade defects classification from imbalanced dataset using meta learning‐based convolutional neural network	48
Deep learning for post‐hurricane aerial damage assessment of buildings	47
Balanced semisupervised generative adversarial network for damage assessment from low‐data imbalanced‐class regime	46
Pavement defect detection with fully convolutional network and an uncertainty framework	45
Machine learning and image processing approaches for estimating concrete surface roughness using basic cameras	43
Structural damage detection and localization using decision tree ensemble and vibration data	42
Homography‐based structural displacement measurement for large structures using unmanned aerial vehicles	42
Computer vision‐based recognition of 3D relationship between construction entities for monitoring struck‐by accidents	42
Autonomous detection of damage to multiple steel surfaces from 360° panoramas using deep neural networks	41
Cable force estimation of a long‐span cable‐stayed bridge with microwave interferometric radar	40
A deep reinforcement learning approach to mountain railway alignment optimization	39
Shear loading detection of through bolts in bridge structures using a percussion‐based one‐dimensional memory‐augmented convolutional neural network	39
Structural sensing with deep learning: Strain estimation from acceleration data for fatigue assessment	37
A modified motion planning algorithm for horizontal highway alignment development	36
A knowledge‐enhanced deep reinforcement learning‐based shape optimizer for aerodynamic mitigation of wind‐sensitive structures	36
A generative adversarial network for travel times imputation using trajectory data	36
A multi‐objective genetic algorithm strategy for robust optimal sensor placement	36
Convolutional neural networks for pavement roughness assessment using calibration‐free vehicle dynamics	36
A platoon regulation algorithm to improve the traffic performance of highway work zones	36
Mechanical–transport–chemical modeling of electrochemical repair methods for corrosion‐induced cracking in marine concrete	35
Bayesian‐optimized unsupervised learning approach for structural damage detection	33
Network‐wide traffic speed forecasting: 3D convolutional neural network with ensemble empirical mode decomposition	32
Tiny‐Crack‐Net: A multiscale feature fusion network with attention mechanisms for segmentation of tiny cracks	32
A robust prediction model for displacement of concrete dams subjected to irregular water‐level fluctuations	32
Real‐time structural displacement estimation by fusing asynchronous acceleration and computer vision measurements	32
Automated crack assessment and quantitative growth monitoring	31
Deep semantic segmentation for visual understanding on construction sites	31
Multistage semisupervised active learning framework for crack identification, segmentation, and measurement of bridges	30
Dynamics‐based cross‐domain structural damage detection through deep transfer learning	30
A deep learning‐based image captioning method to automatically generate comprehensive explanations of bridge damage	30
Dual attention deep learning network for automatic steel surface defect segmentation	28
Mountain railway alignment optimization considering geological impacts: A cost‐hazard bi‐objective model	28
A decentralized unsupervised structural condition diagnosis approach using deep auto‐encoders	28
A critical evaluation of topology optimization results for strut‐and‐tie modeling of reinforced concrete	28
Recognition of rust grade and rust ratio of steel structures based on ensembled convolutional neural network	28
Combining deep features and activity context to improve recognition of activities of workers in groups	27
The development of Gaussian process regression for effective regional post‐earthquake building damage inference	27
Convex relaxation for efficient sensor layout optimization in large‐scale structures subjected to moving loads	26
A hybrid deep learning model for predictive flood warning and situation awareness using channel network sensors data	26
Tunnel condition assessment via cloud model‐based random forests and self‐training approach	25
Pixel‐level multicategory detection of visible seismic damage of reinforced concrete components	25
Estimating dynamic origin–destination demand: A hybrid framework using license plate recognition data	25
Bayesian modeling of flood control networks for failure cascade characterization and vulnerability assessment	25
Construction site information decentralized management using blockchain and smart contracts	25
Modeling and field experiments on autonomous vehicle lane changing with surrounding human‐driven vehicles	25
Bi‐objective mountain railway alignment optimization incorporating seismic risk assessment	25
Image‐based monitoring of bolt loosening through deep‐learning‐based integrated detection and tracking	25
A novel U‐shaped encoder–decoder network with attention mechanism for detection and evaluation of road cracks at pixel level	24
Structure‐aware 3D reconstruction for cable‐stayed bridges: A learning‐based method	24

Reinforcement learning‐based bird‐view automated vehicle control to avoid crossing traffic	24
A sematic and prior‐knowledge‐aided monocular localization method for construction‐related entities	24
Stability prediction for asphalt mixture based on evolutional characterization of aggregate skeleton	24
Semiautomated social media analytics for sensing societal impacts due to community disruptions during disasters	24
An optimization strategy to improve the deep learning‐based recognition model of leakage in shield tunnels	24
A multilabel classification approach to identify hurricane‐induced infrastructure disruptions using social media data	23
Exploring and exploiting ant colony optimization algorithm for vertical highway alignment development	23
Toward a general unsupervised novelty detection framework in structural health monitoring	23
A discrete lattice model for assessment of buildability performance of 3D‐printed concrete	22
A night pavement crack detection method based on image‐to‐image translation	22
Coupling of microstructural and macrostructural computational approaches for asphalt pavements under rolling tire load	22
Simulation‐based dynamic traffic assignment: Meta‐heuristic solution methods with parallel computing	22
Deep generative Bayesian optimization for sensor placement in structural health monitoring	22
Indoor camera pose estimation via style‐transfer 3D models	22
Deformation forecasting of a hydropower dam by hybridizing a long short‐term memory deep learning network with the coronavirus optimization algorithm	22
Dual Bayesian inference for risk‐informed vibration‐based damage diagnosis	21
A procedure to model and design elastomeric‐based isolation systems for the seismic protection of rocking art objects	21
Deep learning‐based object identification with instance segmentation and pseudo‐LiDAR point cloud for work zone safety	21
Simultaneous optimization of 3D alignments and station locations for dedicated high‐speed railways	21
Dynamic origin‐destination flow estimation using automatic vehicle identification data: A 3D convolutional neural network approach	21
A decision‐making methodology for risk‐informed earthquake early warning	21
A methodology for measuring the total displacements of structures using a laser–camera system	20
Complex frequency identification using real modal shapes for a structure with proportional damping	20
Drone scheduling for construction site surveillance	20
A compressive sensing method for processing and improving vision‐based target‐tracking signals for structural health monitoring	20
Blockchain technology and smart contract for civil structural health monitoring system	20
Clustering of designers based on building information modeling event logs	20
A hybrid metaheuristic method for optimization of active tuned mass dampers	20
Spatiotemporal gated graph attention network for urban traffic flow prediction based on license plate recognition data	20
Reducing the effect of sample bias for small data sets with double‐weighted support vector transfer regression	20
A deep neural network framework for real‐time on‐site estimation of acceleration response spectra of seismic ground motions	20
Asphalt pavement modulus backcalculation using surface deflections under moving loads	20
Finicky transfer learning—A method of pruning convolutional neural networks for cracks classification on edge devices	20
Deep reinforcement learning for automated design of reinforced concrete structures	19
Network‐level scheduling of road construction projects considering user and business impacts	19
Processing of mobile laser scanning data for large‐scale deformation monitoring of anchored retaining structures along highways	19
Multicategory damage detection and safety assessment of post‐earthquake reinforced concrete structures using deep learning	18
Collaborative control of traffic signal and variable guiding lane for isolated intersection under connected and automated vehicle environment	18
An algorithm for random generation of admissible horizontal alignments for optimum layout design	18
A self‐sparse generative adversarial network for autonomous early‐stage design of architectural sketches	18
Optimization‐based three‐dimensional strut‐and‐tie model generation for reinforced concrete	18
Noncontact deflection measurement for bridge through a multi‐UAVs system	18
Automatic modeling of prefabricated components with laser‐scanned data for virtual trial assembly	18
Octree‐based point cloud simulation to assess the readiness of highway infrastructure for autonomous vehicles	18
Proactive proximity monitoring with instance segmentation and unmanned aerial vehicle‐acquired video‐frame prediction	18
Estimation of railway track longitudinal irregularity using vehicle response with information compression and Bayesian deep learning	17
A sigmoid‐optimized encoder–decoder network for crack segmentation with copy‐edit‐paste transfer learning	17
Trajectory control in roundabouts with a mixed fleet of automated and human‐driven vehicles	17
Cross‐comparison of convergence algorithms to solve trip‐based dynamic traffic assignment problems	17
Identifying safe intersection design through unsupervised feature extraction from satellite imagery	17
Convolutional neural network for automated classification of jointed plain concrete pavement conditions	16
A hierarchical framework for improving ride comfort of autonomous vehicles via deep reinforcement learning with external knowledge	16
Vortex‐induced vibration measurement of a long‐span suspension bridge through noncontact sensing strategies	16
Resilience assessment of electrified road networks subject to charging station failures	16
Computer‐vision‐based differential remeshing for updating the geometry of finite element model	16
Asphalt pavement macrotexture reconstruction from monocular image based on deep convolutional neural network	16
Hybrid semantic segmentation for tunnel lining cracks based on Swin Transformer and convolutional neural network	16
On‐line system identification of structures using wavelet‐Hilbert transform and sparse component analysis	16
Active learning method for risk assessment of distributed infrastructure systems	16
Deep learning–based nondestructive evaluation of reinforcement bars using ground‐penetrating radar and electromagnetic induction data	16
Integrating segmentation and parameter estimation for recreating vertical alignments	15
Methodology for analyzing the trade‐offs associated with multi‐objective optimization in transportation asset management under uncertainty	15
Benefits of ensemble models in road pavement cracking classification	15
A deep reinforcement learning‐based distributed connected automated vehicle control under communication failure	15
Multifidelity approach for data‐driven prediction models of structural behaviors with limited data	15
Modeling of microstructural effects on the creep of hardened cement paste using an experimentally informed lattice model	15
Intelligent pixel‐level detection of multiple distresses and surface design features on asphalt pavements	15
A deterministic algorithm for nonlinear, fatigue‐based structural health monitoring	15
Design of the submerged horizontal plate breakwater using a fully coupled hydroelastic approach	14
Estimation of internal corrosion degree from observed surface cracking of concrete using mesoscale simulation with Model Predictive Control	14
Lost data neural semantic recovery framework for structural health monitoring based on deep learning	14
Fuzzy‐based method for efficient seismic performance evaluation of structures with uncertainty	14
A computational framework for fluid–structure interaction with applications on stability evaluation of breakwater under combined tsunami–earthquake activity	14
Sparse‐sensing and superpixel‐based segmentation model for concrete cracks	14
Probabilistic vehicle weight estimation using physics‐constrained generative adversarial network	14
Topological surrogates for computationally efficient seismic robustness optimization of water pipe networks	14
Structure‐PoseNet for identification of dense dynamic displacement and three‐dimensional poses of structures using a monocular camera	14
High‐performance vibration isolation technique using passive negative stiffness and semiactive damping	13
Game theory‐based metaheuristics for structural design optimization	13
Random fields representation over manifolds via isometric feature mapping‐based dimension reduction	13

Multi‐agent modeling of hazard–household–infrastructure nexus for equitable resilience assessment	13
Construction project scheduling under workspace interference	13
Optimum distribution of seismic energy dissipation devices using neural network and fuzzy inference system	13
Wireless SmartVision system for synchronized displacement monitoring of railroad bridges	12
An efficient model for predicting the dynamic performance of fine aggregate matrix	12
Large‐scale structural health monitoring using composite recurrent neural networks and grid environments	12
Autoencoders for unsupervised real‐time bridge health assessment	12
Morphological simplification of asphaltic mixture components for micromechanical simulation using finite element method	12
Automatic far‐field camera calibration for construction scene analysis	12
A 3D reconstruction method for buildings based on monocular vision	12
Wavelet‐based approach of time series model for modal identification of a bridge with incomplete input	12
A heuristic method to identify optimum seismic retrofit strategies for critical infrastructure systems	12