Advanced Engineering Informatics

(The TQCC of Advanced Engineering Informatics is 16. 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 2020-06-01 to 2024-06-01.)
Digital Twin as a Service (DTaaS) in Industry 4.0: An Architecture Reference Model311
A research agenda for augmented and virtual reality in architecture, engineering and construction191
Anomaly detection of defects on concrete structures with the convolutional autoencoder174
Multi-mode data augmentation and fault diagnosis of rotating machinery using modified ACGAN designed with new framework151
Exact and metaheuristic algorithms for the vehicle routing problem with a factory-in-a-box in multi-objective settings146
Failure mode classification and bearing capacity prediction for reinforced concrete columns based on ensemble machine learning algorithm144
A review of digital twin in product design and development130
Do you need a blockchain in construction? Use case categories and decision framework for DLT design options127
Two hybrid meta-heuristic algorithms for a dual-channel closed-loop supply chain network design problem in the tire industry under uncertainty120
Automatic defect detection of metro tunnel surfaces using a vision-based inspection system112
Predictive model-based quality inspection using Machine Learning and Edge Cloud Computing105
DETDO: An adaptive hybrid dandelion optimizer for engineering optimization101
An integrated optimization method for tactical-level planning in liner shipping with heterogeneous ship fleet and environmental considerations98
An improved convolutional neural network with an adaptable learning rate towards multi-signal fault diagnosis of hydraulic piston pump97
A novel construction cost prediction model using hybrid natural and light gradient boosting93
A systematic literature review on intelligent automation: Aligning concepts from theory, practice, and future perspectives90
Hazard analysis: A deep learning and text mining framework for accident prevention84
Intuitive robot teleoperation for civil engineering operations with virtual reality and deep learning scene reconstruction83
A novel adaptive convolutional neural network for fault diagnosis of hydraulic piston pump with acoustic images81
A convolutional neural network based degradation indicator construction and health prognosis using bidirectional long short-term memory network for rolling bearings79
Digital Twins for the built environment: learning from conceptual and process models in manufacturing79
Effectiveness of VR-based training on improving construction workers’ knowledge, skills, and safety behavior in robotic teleoperation78
Forecasting building energy consumption: Adaptive long-short term memory neural networks driven by genetic algorithm77
3D point cloud data processing with machine learning for construction and infrastructure applications: A comprehensive review75
Highly accurate energy consumption forecasting model based on parallel LSTM neural networks75
A global supply chain risk management framework: An application of text-mining to identify region-specific supply chain risks72
A systematic review of digital twin about physical entities, virtual models, twin data, and applications72
Combining empirical mode decomposition and deep recurrent neural networks for predictive maintenance of lithium-ion battery71
An immersive virtual reality serious game to enhance earthquake behavioral responses and post-earthquake evacuation preparedness in buildings71
Multi-class fuzzy support matrix machine for classification in roller bearing fault diagnosis70
From simple digital twin to complex digital twin Part I: A novel modeling method for multi-scale and multi-scenario digital twin69
Survey on performance of deep learning models for detecting road damages using multiple dashcam image resources69
DenseSPH-YOLOv5: An automated damage detection model based on DenseNet and Swin-Transformer prediction head-enabled YOLOv5 with attention mechanism69
CNN parameter design based on fault signal analysis and its application in bearing fault diagnosis67
A novel deep learning prediction model for concrete dam displacements using interpretable mixed attention mechanism65
Understanding digital transformation in advanced manufacturing and engineering: A bibliometric analysis, topic modeling and research trend discovery65
A reinforcement ensemble deep transfer learning network for rolling bearing fault diagnosis with Multi-source domains64
Mass Personalisation as a Service in Industry 4.0: A Resilient Response Case Study64
An intelligent fault diagnosis method for rotor-bearing system using small labeled infrared thermal images and enhanced CNN transferred from CAE64
SMD LED chips defect detection using a YOLOv3-dense model62
A real-time vehicle detection and a novel vehicle tracking systems for estimating and monitoring traffic flow on highways59
Genghis Khan shark optimizer: A novel nature-inspired algorithm for engineering optimization59
A rule-based method for automated surrogate model selection57
Autoencoder-based anomaly detection for surface defect inspection57
Convolutional long short-term memory model for recognizing construction workers’ postures from wearable inertial measurement units55
An optimized combination prediction model for concrete dam deformation considering quantitative evaluation and hysteresis correction55
Deep reinforcement learning-based safe interaction for industrial human-robot collaboration using intrinsic reward function55
Inter-subject transfer learning for EEG-based mental fatigue recognition55
A new ensemble deep learning approach for exchange rates forecasting and trading54
A neurophysiological approach to assess training outcome under stress: A virtual reality experiment of industrial shutdown maintenance using Functional Near-Infrared Spectroscopy (fNIRS)53
A deep feature enhanced reinforcement learning method for rolling bearing fault diagnosis51
Highly imbalanced fault diagnosis of mechanical systems based on wavelet packet distortion and convolutional neural networks51
Solving the vehicle routing problem with drone for delivery services using an ant colony optimization algorithm51
Real-time smart video surveillance to manage safety: A case study of a transport mega-project50
Investigating hazard recognition in augmented virtuality for personalized feedback in construction safety education and training50
Digital twins-based flexible operating of open architecture production line for individualized manufacturing49
Semantic enrichment of building and city information models: A ten-year review49
Reinforcement learning based optimizer for improvement of predicting tunneling-induced ground responses49
Remaining useful life prediction of bearings by a new reinforced memory GRU network49
Enriching standards-based digital thread by fusing as-designed and as-inspected data using knowledge graphs49
A small samples training framework for deep Learning-based automatic information extraction: Case study of construction accident news reports analysis48
Vibration signal-based early fault prognosis: Status quo and applications48
Towards a customizable immersive virtual reality serious game for earthquake emergency training48
Digital twin-driven surface roughness prediction and process parameter adaptive optimization47
Dynamic ensemble wind speed prediction model based on hybrid deep reinforcement learning47
Dynamical mining of ever-changing user requirements: A product design and improvement perspective46
A fuzzy rough number extended AHP and VIKOR for failure mode and effects analysis under uncertainty45
Review on automated condition assessment of pipelines with machine learning45
A knowledge graph-based data representation approach for IIoT-enabled cognitive manufacturing45
A new integrated approach for engineering characteristic prioritization in quality function deployment44
Applications of machine learning to BIM: A systematic literature review44
AFCM-LSMA: New intelligent model based on Lévy slime mould algorithm and adaptive fuzzy C-means for identification of COVID-19 infection from chest X-ray images44
New hybrid data mining model for credit scoring based on feature selection algorithm and ensemble classifiers43
A building regulation question answering system: A deep learning methodology43
Deep learning-based classification of work-related physical load levels in construction42
Modeling berth allocation and quay crane assignment considering QC driver cost and operating efficiency42
Deep branch attention network and extreme multi-scale entropy based single vibration signal-driven variable speed fault diagnosis scheme for rolling bearing41
Customer requirement-driven design method and computer-aided design system for supporting service innovation conceptualization handling41
A newly-designed fault diagnostic method for transformers via improved empirical wavelet transform and kernel extreme learning machine41
Predicting workers’ inattentiveness to struck-by hazards by monitoring biosignals during a construction task: A virtual reality experiment41
Supporting resilient conceptual design using functional decomposition and conflict resolution40
Integrating and navigating engineering design decision-related knowledge using decision knowledge graph40
Highly imbalanced fault diagnosis of gas turbines via clustering-based downsampling and deep siamese self-attention network40
Computer vision and long short-term memory: Learning to predict unsafe behaviour in construction40
Ensemble deep learning based semi-supervised soft sensor modeling method and its application on quality prediction for coal preparation process40
Automated segmentation of RGB-D images into a comprehensive set of building components using deep learning40
Dynamic parameter inverse analysis of concrete dams based on Jaya algorithm with Gaussian processes surrogate model40
On-site text classification and knowledge mining for large-scale projects construction by integrated intelligent approach40
A digital twin-driven approach towards traceability and dynamic control for processing quality40
Automatic representation and detection of fault bearings in in-wheel motors under variable load conditions38
Multi-ontology fusion and rule development to facilitate automated code compliance checking using BIM and rule-based reasoning38
A framework of pavement management system based on IoT and big data38
Bottom-up image detection of water channel slope damages based on superpixel segmentation and support vector machine37
Prediction of product design decision Making: An investigation of eye movements and EEG features37
Efficient surface defect detection using self-supervised learning strategy and segmentation network37
Defective wafer detection using a denoising autoencoder for semiconductor manufacturing processes37
A novel RSG-based intelligent bearing fault diagnosis method for motors in high-noise industrial environment37
Design of digital twin applications in automated storage yard scheduling36
A bearing fault diagnosis method without fault data in new working condition combined dynamic model with deep learning36
An integrated framework for blockchain-enabled supply chain trust management towards smart manufacturing36
Investigating the influence of route turning angle on compliance behaviors and evacuation performance in a virtual-reality-based experiment36
CLOI-NET: Class segmentation of industrial facilities’ point cloud datasets36
Design entropy theory: A new design methodology for smart PSS development35
A context-augmented deep learning approach for worker trajectory prediction on unstructured and dynamic construction sites35
Fault transfer diagnosis of rolling bearings across multiple working conditions via subdomain adaptation and improved vision transformer network35
Digital twin-driven deep reinforcement learning for adaptive task allocation in robotic construction35
Evolutionary design framework for Smart PSS: Service engineering approach35
Intelligent fault recognition framework by using deep reinforcement learning with one dimension convolution and improved actor-critic algorithm35
Digital twin-enabled machining process modeling34
Lifting path planning of mobile cranes based on an improved RRT algorithm34
Unraveling the capabilities that enable digital transformation: A data-driven methodology and the case of artificial intelligence34
Integrated rough VIKOR for customer-involved design concept evaluation combining with customers’ preferences and designers’ perceptions34
Ontology and rule-based natural language processing approach for interpreting textual regulations on underground utility infrastructure34
A context-aware concept evaluation approach based on user experiences for smart product-service systems design iteration34
Industrial internet of things-driven storage location assignment and order picking in a resource synchronization and sharing-based robotic mobile fulfillment system33
Automatic classification of wall and door BIM element subtypes using 3D geometric deep neural networks33
A survey of modeling for prognosis and health management of industrial equipment33
The optimization of warehouse location and resources distribution for emergency rescue under uncertainty33
Defect-aware transformer network for intelligent visual surface defect detection33
Product redesign using functional backtrack with digital twin33
An end-to-end tabular information-oriented causality event evolutionary knowledge graph for manufacturing documents32
Digital twin modeling for loaded contact pattern-based grinding of spiral bevel gears32
Integrated scheduling and flexible maintenance in deteriorating multi-state single machine system using a reinforcement learning approach32
DRLSTM: A dual-stage deep learning approach driven by raw monitoring data for dam displacement prediction32
Evolutionary digital twin: A new approach for intelligent industrial product development32
Enhanced customer requirement classification for product design using big data and improved Kano model32
A hybrid intelligence approach for sustainable service innovation of smart and connected product: A case study32
A statistically based fault detection and diagnosis approach for non-residential building water distribution systems32
An IIoT-driven and AI-enabled framework for smart manufacturing system based on three-terminal collaborative platform32
Data-driven order correlation pattern and storage location assignment in robotic mobile fulfillment and process automation system32
Intelligent fault diagnosis for rolling bearings based on graph shift regularization with directed graphs31
Intelligent decision-making model in preventive maintenance of asphalt pavement based on PSO-GRU neural network31
A predictive maintenance system for multi-granularity faults based on AdaBelief-BP neural network and fuzzy decision making31
Ontology-based knowledge representation for industrial megaprojects analytics using linked data and the semantic web31
Transformer-based hierarchical latent space VAE for interpretable remaining useful life prediction30
A human-centred approach based on functional near-infrared spectroscopy for adaptive decision-making in the air traffic control environment: A case study30
Pavement crack detection using hessian structure propagation30
Achieving Knowledge-as-a-Service in IIoT-driven smart manufacturing: A crowdsourcing-based continuous enrichment method for Industrial Knowledge Graph30
Conversational artificial intelligence in the AEC industry: A review of present status, challenges and opportunities30
Towards new-generation human-centric smart manufacturing in Industry 5.0: A systematic review30
Immersive technology-driven investigations on influence factors of cognitive load incurred in construction site hazard recognition, analysis and decision making29
A deep spatio-temporal meta-learning model for urban traffic revitalization index prediction in the COVID-19 pandemic29
Exploring augmented reality for worker assistance versus training29
A digital twin-based multidisciplinary collaborative design approach for complex engineering product development29
A rough set-based interval-valued intuitionistic fuzzy conceptual design decision approach with considering diverse customer preference distribution29
Driver behavior detection via adaptive spatial attention mechanism29
Machine fault diagnosis with small sample based on variational information constrained generative adversarial network29
Quay crane scheduling in automated container terminal for the trade-off between operation efficiency and energy consumption29
Anomaly detection and critical attributes identification for products with multiple operating conditions based on isolation forest29
A Generative adversarial learning strategy for enhanced lightweight crack delineation networks29
Assessing future landscapes using enhanced mixed reality with semantic segmentation by deep learning28
Bridge inspection named entity recognition via BERT and lexicon augmented machine reading comprehension neural model28
A surrogate-assisted stochastic optimization inversion algorithm: Parameter identification of dams28
Promoting employee health in smart office: A survey28
Ambient acoustic event assistive framework for identification, detection, and recognition of unknown acoustic events of a residence28
You can get smaller: A lightweight self-activation convolution unit modified by transformer for fault diagnosis28
Genetic algorithm-assisted an improved AdaBoost double-layer for oil temperature prediction of TBM28
Wayfinding behaviour in a multi-level building: A comparative study of HMD VR and Desktop VR28
Assessment and prioritization method of key engineering characteristics for complex products based on cloud rough numbers27
Integrating crowd-/service-sourcing into digital twin for advanced manufacturing service innovation27
Data-driven cleaner production strategy for energy-intensive manufacturing industries: Case studies from Southern and Northern China27
The use of decision tree based predictive models for improving the culvert inspection process27
Semi-supervised fault diagnosis of machinery using LPS-DGAT under speed fluctuation and extremely low labeled rates27
Augmenting a deep-learning algorithm with canal inspection knowledge for reliable water leak detection from multispectral satellite images27
Applying incremental Deep Neural Networks-based posture recognition model for ergonomics risk assessment in construction27
Scheduling of collaborative operations of yard cranes and yard trucks for export containers using hybrid approaches27
A multi-head neural network with unsymmetrical constraints for remaining useful life prediction27
Measuring the impact of blockchain and smart contracts on construction supply chain visibility27
A deep feature alignment adaptation network for rolling bearing intelligent fault diagnosis27
Knowledge-based integrated product design framework towards sustainable low-carbon manufacturing26
A Gaussian-guided adversarial adaptation transfer network for rolling bearing fault diagnosis26
Quick energy prediction and comparison of options at the early design stage26
Multi-objective optimization of shield construction parameters based on random forests and NSGA-II26
An enhanced artificial hummingbird algorithm and its application in truss topology engineering optimization26
Dynamic historical information incorporated attention deep learning model for industrial soft sensor modeling26
Toward AI-enabled augmented reality to enhance the safety of highway work zones: Feasibility, requirements, and challenges25
A function-oriented biologically analogical approach for constructing the design concept of smart product in Industry 4.025
From simple digital twin to complex digital twin part II: Multi-scenario applications of digital twin shop floor25
Fault detection for non-condensing boilers using simulated building automation system sensor data25
High-speed train fault detection with unsupervised causality-based feature extraction methods25
An integrated framework of user experience-oriented smart service requirement analysis for smart product service system development25
Deep-learning-based anomaly detection for lace defect inspection employing videos in production line25
A novel function-structure concept network construction and analysis method for a smart product design system25
A neuro-wavelet based approach for diagnosing bearing defects25
Research on visual representation of icon colour in eye-controlled systems25
Machine learning algorithm selection for windage alteration fault diagnosis of mine ventilation system24
The role of user-centered AR instruction in improving novice spatial cognition in a high-precision procedural task24
A heuristic optimization approach for multi-vehicle and one-cargo green transportation scheduling in shipbuilding24
An integrated emotional and physiological assessment for VR-based active shooter incident experiments24
CRAFT: Comprehensive Resilience Assessment Framework for Transportation Systems in Urban Areas24
A hybrid formation path planning based on A* and multi-target improved artificial potential field algorithm in the 2D random environments24
Recognition of pedestrian trajectories and attributes with computer vision and deep learning techniques24
An integrated online pick-to-sort order batching approach for managing frequent arrivals of B2B e-commerce orders under both fixed and variable time-window batching24
A supervised approach for automated surface defect detection in ceramic tile quality control24
A digital twin in transportation: Real-time synergy of traffic data streams and simulation for virtualizing motorway dynamics24
Process and Outcome-based Evaluation between Virtual Reality-driven and Traditional Construction Safety Training24
State of the art in damage information modeling for RC bridges – A literature review24
Evaluating the attitudes of different trainee groups towards eye tracking enhanced safety training methods24
Slot co-chartering and capacity deployment optimization of liner alliances in containerized maritime logistics industry23
Digital twin-driven clamping force control for thin-walled parts23
A new convolutional dual-channel Transformer network with time window concatenation for remaining useful life prediction of rolling bearings23
A process knowledge representation approach for decision support in design of complex engineered systems23
Comparison of different machine learning techniques on location extraction by utilizing geo-tagged tweets: A case study23
Machine learning method for CPTu based 3D stratification of New Zealand geotechnical database sites23
Simulation and optimization of automated masonry construction using cable robots23
Human-object integrated assembly intention recognition for context-aware human-robot collaborative assembly23
Deep continual transfer learning with dynamic weight aggregation for fault diagnosis of industrial streaming data under varying working conditions23
Part-of-speech tagging of building codes empowered by deep learning and transformational rules23
Performance Evaluation Indicator (PEI): A new paradigm to evaluate the competence of machine learning classifiers in predicting rockmass conditions23
Adaptive variational autoencoding generative adversarial networks for rolling bearing fault diagnosis22
Modeling dynamic construction work template from existing scheduling records via sequential machine learning22
Maximum margin Riemannian manifold-based hyperdisk for fault diagnosis of roller bearing with multi-channel fusion covariance matrix22
Enhancing human indoor cognitive map development and wayfinding performance with immersive augmented reality-based navigation systems22
Reinforcement Learning for Engineering Design Automation22
Vision-based method for semantic information extraction in construction by integrating deep learning object detection and image captioning22
Underwater inspection of bridge substructures using sonar and deep convolutional network22
Deep learning driven real time topology optimisation based on initial stress learning22
Implications of data-driven product design: From information age towards intelligence age22
An approach to capturing and reusing tacit design knowledge using relational learning for knowledge graphs22
A cooperative game theory based user-centered medical device design decision approach under uncertainty22
Logistics service provider selection decision making for healthcare industry based on a novel weighted density-based hierarchical clustering21
A new supervised multi-head self-attention autoencoder for health indicator construction and similarity-based machinery RUL prediction21
An AI-based open recommender system for personalized labor market driven education21
Identification of accident-injury type and bodypart factors from construction accident reports: A graph-based deep learning framework21
Intelligent trademark similarity analysis of image, spelling, and phonetic features using machine learning methodologies21
Cooperative surveillance systems and digital-technology enabler for a real-time standard terminal arrival schedule displacement21
A framework and method for Human-Robot cooperative safe control based on digital twin21
Improving traffic prediction using congestion propagation patterns in smart cities21
Knowledge graph construction for product designs from large CAD model repositories21
Optimization of constraint engineering problems using robust universal learning chimp optimization21
Customer complaints monitoring with customer review data analytics: An integrated method of sentiment and statistical process control analyses21
Optimizing parcel sorting process of vertical sorting system in e-commerce warehouse21
UAV imagery based potential safety hazard evaluation for high-speed railroad using Real-time instance segmentation21
How to identify promising chances for technological innovation: Keygraph-based patent analysis21
The impact of engineering information format on task performance: Gaze scanning pattern analysis20
Upper-body haptic system for snake robot teleoperation in pipelines20
Multi-modal transportation planning for multi-commodity rebalancing under uncertainty in humanitarian logistics20
Methods for the Automated Assignment and Comparison of Building Damage Geometries20
Multi-domain ubiquitous digital twin model for information management of complex infrastructure systems20
Human–robot collaborative partial destruction disassembly sequence planning method for end-of-life product driven by multi-failures20
Knowledge management of product design: A requirements-oriented knowledge management framework based on Kansei engineering and knowledge map20
Edge intelligence and agnostic robotic paradigm in resource synchronisation and sharing in flexible robotic and facility control system20
Uncertainty-aware soft sensor using Bayesian recurrent neural networks20
Multi-class classification of construction hazards via cognitive states assessment using wearable EEG20
BIM-to-IGA: A fully automatic design-through-analysis workflow for segmented tunnel linings20
Risk of fire emergency evacuation in complex construction sites: Integration of 4D-BIM, social force modeling, and fire quantitative risk assessment20
A smart conflict resolution model using multi-layer knowledge graph for conceptual design19
A knowledge transfer framework to support rapid process modeling in aerosol jet printing19
A Quantum-inspired Ant Colony Optimization for solving a sustainable four-dimensional traveling salesman problem under type-2 fuzzy variable19
Leveraging on causal knowledge for enhancing the root cause analysis of equipment spot inspection failures19