Automation in Construction

Papers
(The TQCC of Automation in Construction is 26. 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 2021-04-01 to 2025-04-01.)
ArticleCitations
Editorial Board476
Bundling elastic gridshells with alignable nets. Part II: Form-finding315
Combined grid and heat conduction optimization for staircase cleaning robot path planning298
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Detection of crane track geometric parameters using UAS241
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Fully integrated construction planning180
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Customized particle swarm optimization for harmonizing multi-section construction projects171
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Self-supervised sub-category exploration for Pseudo label generation159
Realtime conversion of cracks from pixel to engineering scale using Augmented Reality154
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Coupled anti-swing control strategy for underactuated tower cranes with obstacle avoidance149
Robotic motion planning for autonomous in-situ construction of building structures138
Indoor visual positioning using stationary semantic distribution registration and building information modeling135
Machine learning method for As-Is tunnel information model reconstruction133
Automated large-scale additive manufacturing of structural formwork with rapid fibre-reinforced polymer tape lamination128
Digital twin-based fatigue life assessment of orthotropic steel bridge decks using inspection robot and deep learning127
Simulating excavation processes for large-scale underground geological models using dynamic Boolean operations with spatial hash indexing and multiscale point clouds126
Design Healing framework for automated code compliance125
Objective-directed deep graph generative model for automatic and intelligent highway interchange design124
Real-time rebar spacing measurement system for quality control in construction123
Semantic enrichment of BIM with IndoorGML for quadruped robot navigation and automated 3D scanning119
Automated Rust Removal: Rust Detection and Visual Servo Control119
3D model-based terrestrial laser scanning (TLS) observation network planning for large-scale building facades117
Numerical simulation of operations of hydraulic excavators for polydisperse bulk materials and different configurated buckets117
Vision-based high-precision intelligent monitoring for shield tail clearance117
Semi-supervised crack detection using segment anything model and deep transfer learning116
Large field monitoring system of vehicle load on long-span bridge based on the fusion of multiple vision and WIM data114
Image inpainting using diffusion models to restore eaves tile patterns in Chinese heritage buildings113
Omni-Scan2BIM: A ready-to-use Scan2BIM approach based on vision foundation models for MEP scenes112
Tag and IoT based safety hook monitoring for prevention of falls from height112
Attention-based image captioning for structural health assessment of apartment buildings111
Automatic recognition of tunnel lining elements from GPR images using deep convolutional networks with data augmentation111
Excavator joint node-based pose estimation using lightweight fully convolutional network110
Data-driven AI algorithms for construction machinery110
Robotic sheet metal folding: Tool vs. material programming109
Large-scale 3D wall printing: From concept to reality109
Full field-of-view pavement stereo reconstruction under dynamic traffic conditions: Incorporating height-adaptive vehicle detection and multi-view occlusion optimization107
Numerical simulation of elastic buckling in 3D concrete printing using the lattice model with geometric nonlinearity106
Barbed-wire reinforcement for 3D concrete printing105
Enhancing BIM security in emergency construction projects using lightweight blockchain-as-a-service105
Data-driven project buffer sizing in critical chains104
Editorial Board103
AI-driven computer vision-based automated repair activity identification for seismically damaged RC columns103
Automation in manufacturing and assembly of industrialised construction103
Consortium blockchain-based tunnel data bank for traceable sharing and treatment of structural health monitoring data101
Deployment strategies for lightweight pavement defect detection using deep learning and inverse perspective mapping101
Parametric design methodology for developing BIM object libraries in construction site modeling101
Visual–tactile learning of robotic cable-in-duct installation skills101
Enhanced real-time detection transformer (RT-DETR) for robotic inspection of underwater bridge pier cracks101
Asphalt pavement macrotexture monitoring in cracked surfaces by using an acoustical low-cost continuous method100
Integrated BIM-based simulation for automated time-space conflict management in construction projects100
Incremental constraint-based reasoning for estimating as-built electric line routing in buildings100
Defocused calibration for large field-of-view binocular cameras100
Developing systems-centric as-built BIMs to support facility emergency management: A case study approach98
Visual flow-based programming plugin for brain–computer Interface in computer-aided design97
Using convex hulls with octree/voxel representations of point clouds to assess road and roadside geometric design for automated vehicles96
Detection and localization of manhole and joint covers in radar images by support vector machine and Hough transform96
Augmented reality based - decision making (AR-DM) to support multi-criteria analysis in constructions95
AIoT-informed digital twin communication for bridge maintenance94
Comprehensive analysis of BIM adoption: From narrow focus to holistic understanding93
Enhancing digital twin efficiency in indoor environments: Virtual sensor-driven optimization of physical sensor combinations93
Automated performance assessment of prevention through design and planning (PtD/P) strategies in construction91
3D printing system for earth-based construction: Case study of cob91
Underpass clearance checking in highway widening projects using digital twins90
Adaptive fuzzy tracking control for vibration suppression of tower crane with distributed payload mass89
High-resolution concrete damage image synthesis using conditional generative adversarial network87
Automatic work package sizing for cost-effective modular construction86
BIM-based repair and maintenance for hospital work order management86
Two-stage Text-to-BIMQL semantic parsing for building information model extraction using graph neural networks86
Operative generative design using non-dominated sorting genetic algorithm II (NSGA-II)86
Vision-based modal analysis of built environment structures with multiple drones86
Dual-path network combining CNN and transformer for pavement crack segmentation85
Feature-constrained real-time simultaneous monitoring of monocular vision odometry for bridge bearing displacement and rotation84
Non-invasive vision-based personal comfort model using thermographic images and deep learning84
Decoding a decade: The evolution of artificial intelligence in security, communication, and maintenance within the construction industry83
A blockchain-based edge collaborative detection scheme for construction internet of things81
Classification of surface settlement levels induced by TBM driving in urban areas using random forest with data-driven feature selection81
Automated decision making in highway pavement preventive maintenance based on deep learning81
Laser-scan based pose monitoring for guiding erection of precast concrete bridge piers80
Dynamic hyperparameter tuning-based path tracking control for robotic rollers working on earth-rock dam under complex construction conditions79
Compressive load-dominated concrete structures for customized 3D-printing fabrication79
Multi-objective optimization for LEED - new construction using BIM and genetic algorithms79
Reinforcement bond performance in 3D concrete printing: Explainable ensemble learning augmented by deep generative adversarial networks79
Brain–computer interfaces as an architectural design tool: Feasibility and usability study78
Delamination detection in concrete decks using numerical simulation and UAV-based infrared thermography with deep learning78
Surface finish classification using depth camera data78
Digital design and fabrication of clay formwork for concrete casting78
Drift analysis and sectional post-processing of indoor simultaneous localization and mapping (SLAM)-based laser scanning data77
Ortho-photogrammetry for prefabricated energy-efficiency retrofits76
An improved alternative queuing method for occupational health and safety risk assessment and its application to construction excavation76
Multi-objective joint optimization for concurrent execution of design-construction tasks in design-build mode76
Automated system for high-accuracy quantity takeoff using BIM76
BIM-based LCSA application in early design stages using IFC75
Online multi-objective optimization for real-time TBM attitude control with spatio-temporal deep learning model75
Automated productivity analysis of cable crane transportation using deep learning-based multi-object tracking75
High accuracy contouring control of an excavator for surface flattening tasks based on extended state observer and task coordinate frame approach74
Posture-related data collection methods for construction workers: A review74
Computer vision-based classification of concrete spall severity using metaheuristic-optimized Extreme Gradient Boosting Machine and Deep Convolutional Neural Network74
Component-level construction schedule optimization for hybrid concrete structures74
BIM4D-based scheduling for assembling and lifting in precast-enabled construction74
Cable-driven parallel robot for curtain wall module installation74
Intelligent ergonomic optimization in bimanual worker-robot interaction: A Reinforcement Learning approach73
Applicability of smart construction technology: Prioritization and future research directions72
Simulation of spontaneous leader–follower behaviour in crowd evacuation72
RadVR: A 6DOF Virtual Reality Daylighting Analysis Tool71
Editorial Board71
A robust output feedback strategy for liquid handling using reconfigurable robots71
Reliability and effectiveness of laser scanners in future construction efforts on the Moon and Mars71
Structural health control of historical steel structures using HBIM70
A multicriteria model to select candidates for public contracting using the OPTIONCARDS method70
Low-cost internet of things (IoT) for monitoring and optimising mining small-scale trucks and surface mining shovels70
Digital twin for indoor condition monitoring in living labs: University library case study70
Computer vision in drone imagery for infrastructure management70
Rehabilitation of municipal infrastructure using risk-based performance69
Boom energy recuperation system and control strategy for hydraulic hybrid excavators69
Deep learning for safety risk management in modular construction: Status, strengths, challenges, and future directions69
Linking sewer condition assessment methods to asset managers’ data-needs69
Editorial Board68
Signs on glasses: LiDAR data voids, hotspot effect, and reflection artifacts67
Adaptive robotic stone carving: Method, tools, and experiments67
BIM-based determination of indoor navigation sign layout using hybrid simulation and optimization66
Automating modular open-plan office layouts with performance-based generative design66
Automated building layout generation using deep learning and graph algorithms66
Conversational AI-based VR system to improve construction safety training of migrant workers66
Automation for sewer pipe assessment: CCTV video interpretation algorithm and sewer pipe video assessment (SPVA) system development65
Assessing exposure to slip, trip, and fall hazards based on abnormal gait patterns predicted from confidence interval estimation65
Task-unit based trajectory generation for excavators utilizing expert operator skills65
Voxel-based path-driven 3D concrete printing process simulation framework embedding interlayer behavior64
Rapid damage assessment of concrete bridge deck leveraging an automated double-sided bounce system64
Vibration compaction process model for rockfill materials considering viscoelastic-plastic deformation64
Knowledge-based OpenBIM data exchange for building design64
Optimal Design of new Hospitals: A Computational Workflow for Stacking, Zoning, and Routing64
A framework for real-time compaction guidance system based on compaction priority mapping64
Global BIM-point cloud registration and association for construction progress monitoring64
Automated vision-based structural health inspection and assessment for post-construction civil infrastructure64
Digital twin non-fungible token (DT-NFT): Enabling data ownership in the AEC industry63
Strategic alignment of BIM and big data through systematic analysis and model development63
Automated pavement detection and artificial intelligence pavement image data processing technology63
Generation of simple motion sequences for supporting manual operation of rotary cranes63
Vision-guided robot for automated pixel-level pavement crack sealing63
Smart audio signal classification for tracking of construction tasks62
BIM-based mixed reality application for bridge inspection62
Pixel-level automatic detection and quantification of running bands on rail surfaces62
Blockchain-based security-minded information-sharing in precast construction supply chain management with scalability, efficiency and privacy improvements62
Information management for digital asset development and delivery62
Detection of limestone spalling in 3D survey images using deep learning62
Two-list genetic algorithm for optimizing work package schemes to minimize project costs61
Performance-Based Generative Design for Parametric Modeling of Engineering Structures Using Deep Conditional Generative Models61
Integrating early assessment of robotic constructability into design optimization of a standalone classroom61
Dynamic networks for resilience-driven management of infrastructure projects61
Time series clustering-enabled geological condition perception in tunnel boring machine excavation60
Full-body pose estimation for excavators based on data fusion of multiple onboard sensors60
Application of drones in the architecture, engineering, and construction (AEC) industry60
Electroencephalogram-based mental workload prediction for using Augmented Reality head mounted display in construction assembly: A deep learning approach60
Robust object detection in extreme construction conditions60
Deep learning-based acoustic emission data clustering for crack evaluation of welded joints in field bridges59
A situational understanding enhancer based on augmented visual prompts for teleoperation using a multi-monitor system59
Human centric accessibility graph for environment analysis59
Prediction of human restorative experience for human-centered residential architecture design: A non-immersive VR–DOE-based machine learning method59
Facility layout design for modular construction manufacturing: A comparison based on simulation and optimization59
Automated and interconnected facility management system: An open IFC cloud-based BIM solution59
Towards autonomous cloud-based close call data management for construction equipment safety59
Cascade refinement extraction network with active boundary loss for segmentation of concrete cracks from high-resolution images58
A semantic framework for on-site evacuation routing based on awareness of obstacle accessibility58
Visualization of defects in CFRP-reinforced steel structures using improved eddy current pulsed thermography58
BIM-centered high-speed railway line design for full infrastructure lifecycle58
Towards synthesized training data for semantic segmentation of mobile laser scanning point clouds: Generating level crossings from real and synthetic point cloud samples58
Decision support system for an intelligent operator of utility tunnel boring machines57
Effect of Terrestrial Laser Scanning (TLS) parameters on the accuracy of crack measurement in building materials57
Automated physics-based modeling of construction equipment through data fusion57
Computer-aided rotary crane stability assessment57
Quality specification and control of a point cloud from a TLS survey using ISO 19157 standard57
Schedule optimization for scattered repetitive projects56
BIM-based object mapping using invariant signatures of AEC objects56
Physics-guided deep learning for generative design of large-diameter tunnels under existing metro lines56
Damage-rheology model for predicting 3D printed concrete buildability56
Rapid extraction of pavement aggregate gradation based on point clouds using deep learning networks56
Cost-effective concrete fabrication for large irregularly shaped architectural structures56
Fabrication Information Modeling for Closed-Loop Design and Quality Improvement in Additive Manufacturing for construction55
Additive manufacturing of post-process thermoformed wood-plastic composite cladding55
Online prediction of loader payload based on a multi-stage progressive model55
Predicting communication quality in construction projects: A fully-connected deep neural network approach55
Integrated worker detection and tracking for the safe operation of construction machinery55
Estimating bucket fill factor for loaders using point cloud hole repairing54
Self-supervised monocular depth estimation on construction sites in low-light conditions and dynamic scenes54
Automatic segmentation and classification of BIM elements from point clouds54
Real-time safety and worker self-assessment: Sensor-based mobile system for critical unsafe behaviors54
Privilege-guided knowledge distillation for edge deployment in excavator activity recognition54
Risk evaluation of excavation based on fuzzy decision-making model54
Federated transfer learning enabled smart work packaging for preserving personal image information of construction worker54
Site-optimized training image database development using web-crawled and synthetic images53
Agent-based modeling and simulation in architecture53
Optimization of point clouds for 3D bas-relief modeling53
Unsupervised defect detection with patch-aware mutual reasoning network in image data53
Digital twin-enabled visibility and traceability for building materials in on-site fit-out construction53
Integrated operation centers for storage and repair of imported precast modules53
Constructability-driven design of frame structures with state-space search methods53
Applications of fuzzy hybrid techniques in construction engineering and management research52
Integration of structural performance and human-centric comfort monitoring in historical building information modeling52
Intelligent question and answer system for building information modeling and artificial intelligence of things based on the bidirectional encoder representations from transformers model52
Zero-reference deep learning for low-light image enhancement of underground utilities 3D reconstruction52
Theoretical quantification of ripple effect of delays in network schedules via activity cruciality52
Experimental study on in-situ mesh fabrication for reinforcing 3D-printed concrete52
Enhanced model tree for quantifying output variances due to random data sampling: Productivity prediction applications52
Impact of selective environmental sound attenuation on operator performance, stress, attention, and task engagement in teleoperated demolition52
Ground-based automated construction of droxel structures: An experimental approach52
Fuzzy adaptive jellyfish search-optimized stacking machine learning for engineering planning and design52
Optimized variable resource allocation framework for scheduling of fast-track industrial construction projects52
TLS measurements of initial imperfections of steel frames for structural analysis within BIM-enabled platforms51
Enhancement and validation of ifcOWL ontology based on Shapes Constraint Language (SHACL)51
Real-time processing and visualization for smart infrastructure data51
Understanding human-robot proxemic norms in construction: How do humans navigate around robots?51
Hybridization of an evolutionary algorithm and simulations of co-evolutionary design processes for early-stage building spatial design optimization51
Autonomous soil vision scanning system for intelligent subgrade compaction51
Road pavement health monitoring system using smartphone sensing with a two-stage machine learning model51
Real-Time Monitoring of Mental Fatigue of Construction Workers Using Enhanced Sequential Learning and Timeliness51
IFC-enabled LCA for carbon assessment in pumped storage hydropower (PSH) with concrete face rockfill dams50
Automatic damage detection and data completion for operational bridge safety using convolutional echo state networks50
Effect of human emotional responses on human-robot team pty in construction50
Guided wave and genetic algorithm-based inversion for characterization of pile foundations50
Concrete spalling damage detection and seismic performance evaluation for RC shear walls via 3D reconstruction technique and numerical model updating50
Reinforcement learning for multi-objective AutoML in vision-based structural health monitoring50
GIS-based framework to manage Whole-Body Vibration exposure49
Predicting rockbursts in deep tunnels based on ejection velocity and kinetic energy measurements using advanced machine learning49
An automated location detection method in multi-storey buildings using environmental sound classification based on a new center symmetric nonlinear pattern: CS-LBlock-Pat49
Autonomous steering control for tunnel boring machines49
Prediction of long-term strain in concrete structure using convolutional neural networks, air temperature and time stamp of measurements49
Extracting water channels from aerial videos based on image-to-BIM registration and spatio-temporal continuity48
Steel cable bonding in fresh mortar and 3D printed beam flexural behavior48
Incorporating sparse model machine learning in designing cultural heritage landscapes48
Real-time prediction of TBM penetration rates using a transformer-based ensemble deep learning model48
Point cloud generation for critical transportation infrastructure through Bézier curve48
Large-scale 3D point-cloud semantic segmentation of urban and rural scenes using data volume decomposition coupled with pipeline parallelism48
Dynamic hazard analysis on construction sites using knowledge graphs integrated with real-time information47
Tag-based visual-inertial localization of unmanned aerial vehicles in indoor construction environments using an on-manifold extended Kalman filter47
Scan vs. BIM: Automated geometry detection and BIM updating of steel framing through laser scanning47
Real-time and high-accuracy defect monitoring for 3D concrete printing using transformer networks47
Dual hierarchical attention-enhanced transfer learning for semantic segmentation of point clouds in building scene understanding47
Weaving structure: A bending-active gridshell for freeform fabrication47
Gaussian process-assisted active learning for autonomous data acquisition of impact echo47
Automating construction of road digital twin geometry using context and location aware segmentation47
Vision-based method of automatically detecting construction video highlights by integrating machine tracking and CNN feature extraction47
Indoor interior segmentation with curved surfaces via global energy optimization47
Rotation-control device for construction cranes with nested PID control47
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