Advanced Engineering Informatics

Article	Citations
Digital Twin as a Service (DTaaS) in Industry 4.0: An Architecture Reference Model	290
A research agenda for augmented and virtual reality in architecture, engineering and construction	178
Anomaly detection of defects on concrete structures with the convolutional autoencoder	163
Exact and metaheuristic algorithms for the vehicle routing problem with a factory-in-a-box in multi-objective settings	138
Failure mode classification and bearing capacity prediction for reinforced concrete columns based on ensemble machine learning algorithm	137
Multi-mode data augmentation and fault diagnosis of rotating machinery using modified ACGAN designed with new framework	136
A review of digital twin in product design and development	122
Do you need a blockchain in construction? Use case categories and decision framework for DLT design options	122
Two hybrid meta-heuristic algorithms for a dual-channel closed-loop supply chain network design problem in the tire industry under uncertainty	115
Automatic defect detection of metro tunnel surfaces using a vision-based inspection system	101
An integrated optimization method for tactical-level planning in liner shipping with heterogeneous ship fleet and environmental considerations	98
Predictive model-based quality inspection using Machine Learning and Edge Cloud Computing	97
Automated text classification of near-misses from safety reports: An improved deep learning approach	95
An improved convolutional neural network with an adaptable learning rate towards multi-signal fault diagnosis of hydraulic piston pump	91
A novel construction cost prediction model using hybrid natural and light gradient boosting	84
A systematic literature review on intelligent automation: Aligning concepts from theory, practice, and future perspectives	79
Hazard analysis: A deep learning and text mining framework for accident prevention	76
A convolutional neural network based degradation indicator construction and health prognosis using bidirectional long short-term memory network for rolling bearings	74
Intuitive robot teleoperation for civil engineering operations with virtual reality and deep learning scene reconstruction	74
Digital Twins for the built environment: learning from conceptual and process models in manufacturing	74
A BIM-based simulation framework for fire safety management and investigation of the critical factors affecting human evacuation performance	74
Forecasting building energy consumption: Adaptive long-short term memory neural networks driven by genetic algorithm	72
A novel adaptive convolutional neural network for fault diagnosis of hydraulic piston pump with acoustic images	72
Effectiveness of VR-based training on improving construction workers’ knowledge, skills, and safety behavior in robotic teleoperation	69
A global supply chain risk management framework: An application of text-mining to identify region-specific supply chain risks	69

Highly accurate energy consumption forecasting model based on parallel LSTM neural networks	69
Multi-class fuzzy support matrix machine for classification in roller bearing fault diagnosis	68
An immersive virtual reality serious game to enhance earthquake behavioral responses and post-earthquake evacuation preparedness in buildings	66
3D point cloud data processing with machine learning for construction and infrastructure applications: A comprehensive review	66
Combining empirical mode decomposition and deep recurrent neural networks for predictive maintenance of lithium-ion battery	65
Survey on performance of deep learning models for detecting road damages using multiple dashcam image resources	64
DETDO: An adaptive hybrid dandelion optimizer for engineering optimization	62
An intelligent fault diagnosis method for rotor-bearing system using small labeled infrared thermal images and enhanced CNN transferred from CAE	62
Mass Personalisation as a Service in Industry 4.0: A Resilient Response Case Study	61
A novel deep learning prediction model for concrete dam displacements using interpretable mixed attention mechanism	60
SMD LED chips defect detection using a YOLOv3-dense model	58
Understanding digital transformation in advanced manufacturing and engineering: A bibliometric analysis, topic modeling and research trend discovery	57
A reinforcement ensemble deep transfer learning network for rolling bearing fault diagnosis with Multi-source domains	56
A systematic review of digital twin about physical entities, virtual models, twin data, and applications	55
From simple digital twin to complex digital twin Part I: A novel modeling method for multi-scale and multi-scenario digital twin	55
A rule-based method for automated surrogate model selection	54
Autoencoder-based anomaly detection for surface defect inspection	53
Real-time anomaly detection framework using a support vector regression for the safety monitoring of commercial aircraft	53
A new ensemble deep learning approach for exchange rates forecasting and trading	53
A real-time vehicle detection and a novel vehicle tracking systems for estimating and monitoring traffic flow on highways	52
DenseSPH-YOLOv5: An automated damage detection model based on DenseNet and Swin-Transformer prediction head-enabled YOLOv5 with attention mechanism	52
An optimized combination prediction model for concrete dam deformation considering quantitative evaluation and hysteresis correction	51
Transfer learning for long-interval consecutive missing values imputation without external features in air pollution time series	51
Real-time smart video surveillance to manage safety: A case study of a transport mega-project	50
Convolutional long short-term memory model for recognizing construction workers’ postures from wearable inertial measurement units	50
Inter-subject transfer learning for EEG-based mental fatigue recognition	50
Deep reinforcement learning-based safe interaction for industrial human-robot collaboration using intrinsic reward function	49
CNN parameter design based on fault signal analysis and its application in bearing fault diagnosis	49
Highly imbalanced fault diagnosis of mechanical systems based on wavelet packet distortion and convolutional neural networks	49
Reinforcement learning based optimizer for improvement of predicting tunneling-induced ground responses	47
Solving the vehicle routing problem with drone for delivery services using an ant colony optimization algorithm	46
A neurophysiological approach to assess training outcome under stress: A virtual reality experiment of industrial shutdown maintenance using Functional Near-Infrared Spectroscopy (fNIRS)	46
Predictive maintenance using cox proportional hazard deep learning	46
Digital twins-based flexible operating of open architecture production line for individualized manufacturing	45
Vibration signal-based early fault prognosis: Status quo and applications	45
Towards a customizable immersive virtual reality serious game for earthquake emergency training	45
Semantic enrichment of building and city information models: A ten-year review	45
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 images	44
Enriching standards-based digital thread by fusing as-designed and as-inspected data using knowledge graphs	44
Dynamical mining of ever-changing user requirements: A product design and improvement perspective	44
Dynamic ensemble wind speed prediction model based on hybrid deep reinforcement learning	44
Investigating hazard recognition in augmented virtuality for personalized feedback in construction safety education and training	43
A knowledge graph-based data representation approach for IIoT-enabled cognitive manufacturing	43
A small samples training framework for deep Learning-based automatic information extraction: Case study of construction accident news reports analysis	43
Digital twin-driven surface roughness prediction and process parameter adaptive optimization	40
A fuzzy rough number extended AHP and VIKOR for failure mode and effects analysis under uncertainty	40
Dynamic parameter inverse analysis of concrete dams based on Jaya algorithm with Gaussian processes surrogate model	40
Customer requirement-driven design method and computer-aided design system for supporting service innovation conceptualization handling	40
New hybrid data mining model for credit scoring based on feature selection algorithm and ensemble classifiers	39
Deep learning-based classification of work-related physical load levels in construction	39

A new integrated approach for engineering characteristic prioritization in quality function deployment	39
Ensemble deep learning based semi-supervised soft sensor modeling method and its application on quality prediction for coal preparation process	39
A newly-designed fault diagnostic method for transformers via improved empirical wavelet transform and kernel extreme learning machine	39
Modeling berth allocation and quay crane assignment considering QC driver cost and operating efficiency	39
A building regulation question answering system: A deep learning methodology	39
Applications of machine learning to BIM: A systematic literature review	39
Automated segmentation of RGB-D images into a comprehensive set of building components using deep learning	38
Supporting resilient conceptual design using functional decomposition and conflict resolution	38
A deep feature enhanced reinforcement learning method for rolling bearing fault diagnosis	38
Review on automated condition assessment of pipelines with machine learning	37
Evolutionary design framework for Smart PSS: Service engineering approach	35
Highly imbalanced fault diagnosis of gas turbines via clustering-based downsampling and deep siamese self-attention network	35
A context-augmented deep learning approach for worker trajectory prediction on unstructured and dynamic construction sites	35
Predicting workers’ inattentiveness to struck-by hazards by monitoring biosignals during a construction task: A virtual reality experiment	35
A digital twin-driven approach towards traceability and dynamic control for processing quality	35
Remaining useful life prediction of bearings by a new reinforced memory GRU network	35
CLOI-NET: Class segmentation of industrial facilities’ point cloud datasets	35
Prediction of interface yield stress and plastic viscosity of fresh concrete using a hybrid machine learning approach	35
Multi-ontology fusion and rule development to facilitate automated code compliance checking using BIM and rule-based reasoning	35
Design entropy theory: A new design methodology for smart PSS development	35
Defective wafer detection using a denoising autoencoder for semiconductor manufacturing processes	35
On-site text classification and knowledge mining for large-scale projects construction by integrated intelligent approach	35
A framework of pavement management system based on IoT and big data	35
Investigating the influence of route turning angle on compliance behaviors and evacuation performance in a virtual-reality-based experiment	34
Bottom-up image detection of water channel slope damages based on superpixel segmentation and support vector machine	34
A novel RSG-based intelligent bearing fault diagnosis method for motors in high-noise industrial environment	34
Deep learning-based method for vision-guided robotic grasping of unknown objects	34
Efficient surface defect detection using self-supervised learning strategy and segmentation network	34
Prediction of product design decision Making: An investigation of eye movements and EEG features	34
A novel axle temperature forecasting method based on decomposition, reinforcement learning optimization and neural network	33
Integrated rough VIKOR for customer-involved design concept evaluation combining with customers’ preferences and designers’ perceptions	33
Integrating and navigating engineering design decision-related knowledge using decision knowledge graph	33
A context-aware concept evaluation approach based on user experiences for smart product-service systems design iteration	33
Ontology and rule-based natural language processing approach for interpreting textual regulations on underground utility infrastructure	32
An integrated framework for blockchain-enabled supply chain trust management towards smart manufacturing	32
A survey of modeling for prognosis and health management of industrial equipment	32
Unraveling the capabilities that enable digital transformation: A data-driven methodology and the case of artificial intelligence	32
Design of digital twin applications in automated storage yard scheduling	32
Computer vision and long short-term memory: Learning to predict unsafe behaviour in construction	32
A hybrid intelligence approach for sustainable service innovation of smart and connected product: A case study	31
Intelligent fault recognition framework by using deep reinforcement learning with one dimension convolution and improved actor-critic algorithm	31
Industrial internet of things-driven storage location assignment and order picking in a resource synchronization and sharing-based robotic mobile fulfillment system	31
Automatic classification of wall and door BIM element subtypes using 3D geometric deep neural networks	31
Integrated scheduling and flexible maintenance in deteriorating multi-state single machine system using a reinforcement learning approach	31
Product redesign using functional backtrack with digital twin	31
The optimization of warehouse location and resources distribution for emergency rescue under uncertainty	31
A statistically based fault detection and diagnosis approach for non-residential building water distribution systems	30
Digital twin-enabled machining process modeling	30
Digital twin-driven deep reinforcement learning for adaptive task allocation in robotic construction	30
An IIoT-driven and AI-enabled framework for smart manufacturing system based on three-terminal collaborative platform	30
Lifting path planning of mobile cranes based on an improved RRT algorithm	30
Automatic representation and detection of fault bearings in in-wheel motors under variable load conditions	30
Evolutionary digital twin: A new approach for intelligent industrial product development	30
Intelligent fault diagnosis for rolling bearings based on graph shift regularization with directed graphs	30
Quay crane scheduling in automated container terminal for the trade-off between operation efficiency and energy consumption	29
A bearing fault diagnosis method without fault data in new working condition combined dynamic model with deep learning	29
Data-driven order correlation pattern and storage location assignment in robotic mobile fulfillment and process automation system	29
Digital twin modeling for loaded contact pattern-based grinding of spiral bevel gears	29
Achieving Knowledge-as-a-Service in IIoT-driven smart manufacturing: A crowdsourcing-based continuous enrichment method for Industrial Knowledge Graph	29
Immersive technology-driven investigations on influence factors of cognitive load incurred in construction site hazard recognition, analysis and decision making	29
Genghis Khan shark optimizer: A novel nature-inspired algorithm for engineering optimization	29
Ontology-based knowledge representation for industrial megaprojects analytics using linked data and the semantic web	29
A predictive maintenance system for multi-granularity faults based on AdaBelief-BP neural network and fuzzy decision making	28
A human-centred approach based on functional near-infrared spectroscopy for adaptive decision-making in the air traffic control environment: A case study	28
Enhanced customer requirement classification for product design using big data and improved Kano model	28
Deep neural network based framework for complex correlations in engineering metrics	28
An end-to-end tabular information-oriented causality event evolutionary knowledge graph for manufacturing documents	28
Deep branch attention network and extreme multi-scale entropy based single vibration signal-driven variable speed fault diagnosis scheme for rolling bearing	28
Intelligent decision-making model in preventive maintenance of asphalt pavement based on PSO-GRU neural network	28
A rough set-based interval-valued intuitionistic fuzzy conceptual design decision approach with considering diverse customer preference distribution	27
Driver behavior detection via adaptive spatial attention mechanism	27
Bridge inspection named entity recognition via BERT and lexicon augmented machine reading comprehension neural model	27
Defect-aware transformer network for intelligent visual surface defect detection	27
A multi-head neural network with unsymmetrical constraints for remaining useful life prediction	27
Fault transfer diagnosis of rolling bearings across multiple working conditions via subdomain adaptation and improved vision transformer network	27
The use of decision tree based predictive models for improving the culvert inspection process	27
Real-time detection of wildfire risk caused by powerline vegetation faults using advanced machine learning techniques	27
Pavement crack detection using hessian structure propagation	27
Augmenting a deep-learning algorithm with canal inspection knowledge for reliable water leak detection from multispectral satellite images	27
Assessing future landscapes using enhanced mixed reality with semantic segmentation by deep learning	26

A deep spatio-temporal meta-learning model for urban traffic revitalization index prediction in the COVID-19 pandemic	26
Data-driven cleaner production strategy for energy-intensive manufacturing industries: Case studies from Southern and Northern China	26
Machine fault diagnosis with small sample based on variational information constrained generative adversarial network	26
Review visual attention and spatial memory in building inspection: Toward a cognition-driven information system	26
Genetic algorithm-assisted an improved AdaBoost double-layer for oil temperature prediction of TBM	26
Exploring augmented reality for worker assistance versus training	26
A digital twin-based multidisciplinary collaborative design approach for complex engineering product development	26
Assessment and prioritization method of key engineering characteristics for complex products based on cloud rough numbers	26
Promoting employee health in smart office: A survey	26
Ambient acoustic event assistive framework for identification, detection, and recognition of unknown acoustic events of a residence	26
A Gaussian-guided adversarial adaptation transfer network for rolling bearing fault diagnosis	25
DRLSTM: A dual-stage deep learning approach driven by raw monitoring data for dam displacement prediction	25
A neuro-wavelet based approach for diagnosing bearing defects	25
A surrogate-assisted stochastic optimization inversion algorithm: Parameter identification of dams	25
A Generative adversarial learning strategy for enhanced lightweight crack delineation networks	25
Fault detection for non-condensing boilers using simulated building automation system sensor data	25
Conversational artificial intelligence in the AEC industry: A review of present status, challenges and opportunities	25
Knowledge-based integrated product design framework towards sustainable low-carbon manufacturing	25
Semi-supervised fault diagnosis of machinery using LPS-DGAT under speed fluctuation and extremely low labeled rates	24
Integrating crowd-/service-sourcing into digital twin for advanced manufacturing service innovation	24
An integrated emotional and physiological assessment for VR-based active shooter incident experiments	24
CRAFT: Comprehensive Resilience Assessment Framework for Transportation Systems in Urban Areas	24
Anomaly detection and critical attributes identification for products with multiple operating conditions based on isolation forest	24
Measuring the impact of blockchain and smart contracts on construction supply chain visibility	24
Quick energy prediction and comparison of options at the early design stage	24
Dynamic historical information incorporated attention deep learning model for industrial soft sensor modeling	24
The role of user-centered AR instruction in improving novice spatial cognition in a high-precision procedural task	24
Applying incremental Deep Neural Networks-based posture recognition model for ergonomics risk assessment in construction	24
An integrated framework of user experience-oriented smart service requirement analysis for smart product service system development	24
High-speed train fault detection with unsupervised causality-based feature extraction methods	24
Scheduling of collaborative operations of yard cranes and yard trucks for export containers using hybrid approaches	23
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 batching	23
Recognition of pedestrian trajectories and attributes with computer vision and deep learning techniques	23
Multi-objective optimization of shield construction parameters based on random forests and NSGA-II	23
Transformer-based hierarchical latent space VAE for interpretable remaining useful life prediction	23
Evaluating the attitudes of different trainee groups towards eye tracking enhanced safety training methods	23
Wayfinding behaviour in a multi-level building: A comparative study of HMD VR and Desktop VR	22
Performance Evaluation Indicator (PEI): A new paradigm to evaluate the competence of machine learning classifiers in predicting rockmass conditions	22
Deep-learning-based anomaly detection for lace defect inspection employing videos in production line	22
Towards new-generation human-centric smart manufacturing in Industry 5.0: A systematic review	22
State of the art in damage information modeling for RC bridges – A literature review	22
A function-oriented biologically analogical approach for constructing the design concept of smart product in Industry 4.0	22
Part-of-speech tagging of building codes empowered by deep learning and transformational rules	22
Research on visual representation of icon colour in eye-controlled systems	22
A heuristic optimization approach for multi-vehicle and one-cargo green transportation scheduling in shipbuilding	22
Comparison of different machine learning techniques on location extraction by utilizing geo-tagged tweets: A case study	22
A deep feature alignment adaptation network for rolling bearing intelligent fault diagnosis	22
Simulation and optimization of automated masonry construction using cable robots	22
You can get smaller: A lightweight self-activation convolution unit modified by transformer for fault diagnosis	22
Process and Outcome-based Evaluation between Virtual Reality-driven and Traditional Construction Safety Training	22
Toward AI-enabled augmented reality to enhance the safety of highway work zones: Feasibility, requirements, and challenges	22
A novel function-structure concept network construction and analysis method for a smart product design system	21
Intelligent trademark similarity analysis of image, spelling, and phonetic features using machine learning methodologies	21
A process knowledge representation approach for decision support in design of complex engineered systems	21
Machine learning method for CPTu based 3D stratification of New Zealand geotechnical database sites	21
Reinforcement Learning for Engineering Design Automation	21
A digital twin in transportation: Real-time synergy of traffic data streams and simulation for virtualizing motorway dynamics	21
SAFE: An EEG dataset for stable affective feature selection	21
Machine learning algorithm selection for windage alteration fault diagnosis of mine ventilation system	20
Upper-body haptic system for snake robot teleoperation in pipelines	20
Slot co-chartering and capacity deployment optimization of liner alliances in containerized maritime logistics industry	20
A cooperative game theory based user-centered medical device design decision approach under uncertainty	20
How to identify promising chances for technological innovation: Keygraph-based patent analysis	20
Logistics service provider selection decision making for healthcare industry based on a novel weighted density-based hierarchical clustering	20
Maximum margin Riemannian manifold-based hyperdisk for fault diagnosis of roller bearing with multi-channel fusion covariance matrix	20
Knowledge management of product design: A requirements-oriented knowledge management framework based on Kansei engineering and knowledge map	20
Digital twin-driven clamping force control for thin-walled parts	20
Multi-class classification of construction hazards via cognitive states assessment using wearable EEG	20
Psychophysiological evaluation of seafarers to improve training in maritime virtual simulator	20
From simple digital twin to complex digital twin part II: Multi-scenario applications of digital twin shop floor	20
Modeling dynamic construction work template from existing scheduling records via sequential machine learning	20
Methods for the Automated Assignment and Comparison of Building Damage Geometries	19
The impact of engineering information format on task performance: Gaze scanning pattern analysis	19
BIM-to-IGA: A fully automatic design-through-analysis workflow for segmented tunnel linings	19
Underwater inspection of bridge substructures using sonar and deep convolutional network	19
Deep learning driven real time topology optimisation based on initial stress learning	19
A novel architecture: Using convolutional neural networks for Kansei attributes automatic evaluation and labeling	19
A field implementation of linear prediction for leak-monitoring in water distribution networks	19
Optimization of constraint engineering problems using robust universal learning chimp optimization	19
Cooperative surveillance systems and digital-technology enabler for a real-time standard terminal arrival schedule displacement	19
A synthetical development approach for rehabilitation assistive smart product–service systems: A case study	19
Risk of fire emergency evacuation in complex construction sites: Integration of 4D-BIM, social force modeling, and fire quantitative risk assessment	19
An AI-based open recommender system for personalized labor market driven education	19
Implications of data-driven product design: From information age towards intelligence age	19
Human-object integrated assembly intention recognition for context-aware human-robot collaborative assembly	19
An approach to capturing and reusing tacit design knowledge using relational learning for knowledge graphs	19
Multi-modal transportation planning for multi-commodity rebalancing under uncertainty in humanitarian logistics	19
Fine-grained occupant activity monitoring with Wi-Fi channel state information: Practical implementation of multiple receiver settings	19
Identification of accident-injury type and bodypart factors from construction accident reports: A graph-based deep learning framework	18
A Quantum-inspired Ant Colony Optimization for solving a sustainable four-dimensional traveling salesman problem under type-2 fuzzy variable	18
Data driven supplier selection as a circular economy enabler: A Taguchi capability index for manufactured products with asymmetric tolerances	18
Edge intelligence and agnostic robotic paradigm in resource synchronisation and sharing in flexible robotic and facility control system	18
System construction for comprehensive industrial ecosystem oriented networked collaborative manufacturing platform (NCMP) based on three chains	18
Optimal PID control for hovering stabilization of quadcopter using long short term memory	18
Real-time scheduling for distributed permutation flowshops with dynamic job arrivals using deep reinforcement learning	18