Computers in Industry

Article	Citations
Editorial Board	190
Selection framework of visualization methods in designing AR industrial task-support systems	187
Deep learning-based digitalization of a part catalog book to generate part specification by a neutral reference data dictionary	182
SRLFormer: Single Retinex-based and low-light image guidance Transformer for low-light image enhancement	173
Learning human-process interaction in manual manufacturing job shops through indoor positioning systems	166
Research on autonomous positioning and adaptive compliant plugging strategies of intelligent charging robots	148
An ontology-based retrieval augmented generation procedure for a voice-controlled maintenance assistant	129
Forecasting for lead-time period by temporal aggregation: Whether to combine and how	128
Discovering data spaces: A classification of design options	125
A comprehensive survey of image synthesis approaches for Deep Learning-based surface defect detection in manufacturing	125
A semi-automated compliance checking framework for shield tunnel design integrating ontology and natural language processing	123
D3 framework: An evidence-based data-driven design framework for new product service development	117
OpenTwins: An open-source framework for the development of next-gen compositional digital twins	109
A lightweight steel strip defect texture recognition network based on improved learnable Gabor filter convolution	107
A high-accuracy intelligent fault diagnosis method for aero-engine bearings with limited samples	102
Knowledge-Enhanced Spatiotemporal Analysis for Anomaly Detection in Process Manufacturing	97
Editorial Board	94
Editorial Board	90
Leveraging asymmetric price limits for financial stability in industrial applications: An agent-based model	87
An unsupervised approach for health index building and for similarity-based remaining useful life estimation	86
A hybrid data-driven and mechanistic model soft sensor for estimating CO2 concentrations for a carbon capture pilot plant	83
Towards live decision-making for service-based production: Integrated process planning and scheduling with Digital Twins and Deep-Q-Learning	83
Light-weight federated learning-based anomaly detection for time-series data in industrial control systems	82
Industrial Internet of Things: Implementations, challenges, and potential solutions across various industries	80
Knowledge-based digital twin system: Using a knowlege-driven approach for manufacturing process modeling	80

Fleet Profile: Using visual analytics to prospect logistic solutions in industrial vehicles fleet	78
A data-driven, comparative review of the academic literature and news media on blockchain-enabled supply chain management: Trends, gaps, and research needs	77
Editorial Board	76
Editorial Board	76
A method for the automated digitalization of fluid circuit diagrams	75
A data-driven approach toward a machine- and system-level performance monitoring digital twin for production lines	74
EA-GAT: Event aware graph attention network on cyber-physical systems	74
Implementation of a scalable platform for real-time monitoring of machine tools	73
An agent-based approach for the automatic generation of valid SysMLv2 Models in industrial contexts	71
A deep transfer learning model for online monitoring of surface roughness in milling with variable parameters	71
Zero-shot printed circuit board defect detection via optical flow and reconstruction guidance	69
Streamlining Assembly Instruction Design (S-AID): A comprehensive systematic framework	68
Trans-Lighter: A light-weight federated learning-based architecture for Remaining Useful Lifetime prediction	66
Secure Intelligent Fuzzy Blockchain Framework: Effective Threat Detection in IoT Networks	64
Immersive Virtual Reality for procedural training: Comparing traditional and learning by teaching approaches	63
Real-time detection of surface cracking defects for large-sized stamped parts	63
A novel interval-valued carbon price forecasting paradigm: multi-factor intelligent recognition-based ensemble learning	61
Satellite Reference Databases scope and data organization: A literature review	60
Mode division-based anomaly detection against integrity and availability attacks in industrial cyber-physical systems	60
Enhanced vision-based structural displacement monitoring through deep learning approaches	59
A fuzzy feature integration-enhanced network for surface defect detection of no-service rails	58
Digital twin composition in smart manufacturing via Markov decision processes	58
Detection and localization of fugitive emissions in industrial plants using surveillance cameras	56
Multi-scale feature pyramid approach for melt track classification in laser powder bed fusion via coaxial high-speed imaging	56
Enhancing retrieval-augmented generation for interoperable industrial knowledge representation and inference toward cognitive digital twins	55
Integrating NLP and context-free grammar for complex rule interpretation towards automated compliance checking	55
WETA: Automatic taxonomy alignment via word embeddings	54
An Open Data Repository for Engineering Design: Using Text Mining with Open Government Data	53
ICSSIM — A framework for building industrial control systems security testbeds	51
Unlocking inherent values of manufacturing metadata through digital characteristics (DC) alignment	51
Human Digital Twins: A systematic literature review and concept disambiguation for industry 5.0	51
A novel paradigm for predicting and interpreting uneven roll wear in the hot rolling steel industry	51
Toward Zero Defect Manufacturing with the support of Artificial Intelligence—Insights from an industrial application	50
A novel framework for low-contrast and random multi-scale blade casting defect detection by an adaptive global dynamic detection transformer	50
A graph-based approach for module library development in industrialized construction	50
Anomaly detection in smart agriculture systems	50
Integration of TLS-derived Bridge Information Modeling (BrIM) with a Decision Support System (DSS) for digital twinning and asset management of bridge infrastructures	49
Integration of industry 4.0 technologies for agri-food supply chain resilience	49
The OMiLAB Digital Innovation environment: Agile conceptual models to bridge business value with Digital and Physical Twins for Product-Service Systems development	49
Supporting business process variability through declarative process families	48
Editorial Board	48
A short-term integrated wind speed prediction system based on fuzzy set feature extraction and intelligent optimization	47
Model-based data integration along the product & service life cycle supported by digital twinning	47
A reliable and ensemble forecasting model for slow-moving and repairable spare parts: Data mining approach	47
A controllable generative design framework for residential communities with multi-scale architectural representations	47
Robust non-contact material recognition for robots in extreme and dynamic environments	47
Unsupervised neural network-enabled spatial-temporal analytics for data authenticity under environmental smart reporting system	46
A sensor-integrated digital twin framework for molten pool monitoring of laser powder bed fusion	46
Few-shot semantic segmentation for industrial defect recognition	45
Full-cycle data purification strategy for multi-type weld seam classification with few-shot learning	45

Process mining beyond workflows	45
Evaluating the noise tolerance of Cloud NLP services across Amazon, Microsoft, and Google	45
Generation of material handling system alternatives: A constraints satisfaction problem approach	45
Semi-automatic representation of design code based on knowledge graph for automated compliance checking	44
A machine-learning based data-oriented pipeline for Prognosis and Health Management Systems	44
Question answering models for human–machine interaction in the manufacturing industry	43
Smart contract swarm and multi-branch structure for secure and efficient BIM versioning in blockchain-aided common data environment	43
A hierarchical Bayesian regression framework for enabling online reliability estimation and condition-based maintenance through accelerated testing	43
An adaptive image enhancement approach for safety monitoring robot under insufficient illumination condition	43
Interactions between BIM and robotics: Towards intelligent construction engineering and management	43
PLM data transformation: A mesoscopic scale perspective and an industrial case study	42
Editorial Board	42
A comparative study of Augmented Reality rendering techniques for industrial assembly inspection	42
Operational process monitoring: An object-centric approach	42
A generic interface and a framework designed for industrial metrology integration for the Internet of Things	41
Real-time layer height estimation during multi-layer directed energy deposition using domain adaptive neural networks	41
Sensory augmentation for subsea robot teleoperation	41
Simulation uncertainty determination of single flank rolling tests using monte carlo simulation and skin model shapes for zero defect manufacturing of micro gears	41
Digital Twin Stakeholder Communication: Characteristics, Challenges, and Best Practices	40
A novel and scalable multimodal large language model architecture Tool-MMGPT for future tool wear prediction in titanium alloy high-speed milling processes	40
A lightweight transformer winding condition assessment method with multi-scale image fusion and an improved attention mechanism	40
Prior knowledge embedding convolutional autoencoder: A single-source domain generalized fault diagnosis framework under small samples	40
Advancing photovoltaic system design: An enhanced social learning swarm optimizer with guaranteed stability	39
Editorial Board	39
Attentive neural processes based on reliable inferences for industrial equipment anomaly detection	39
Application of MES/MOM for Industry 4.0 supply chains: A cross-case analysis	39
Automated digital twin generation of manufacturing systems with complex material flows: graph model completion	39
Predictive modeling of quality characteristics – A case study with the casting industry	39
State estimation for industrial desiccant air dryers using hybrid mechanistic and machine learning models	39
CASIA-Net: An indoor work site smoking detection framework	39
Augmented reality-computer vision combination for automatic fatigue crack detection and localization	39
From Ontologies to Knowledge Augmented Large Language Models for Automation: A decision-making guidance for achieving human–robot collaboration in Industry 5.0	38
Multi-step attack detection in industrial control systems using causal analysis	38
Deep CNN-based visual defect detection: Survey of current literature	38
Industrial safety management in the digital era: Constructing a knowledge graph from near misses	38
Mapping the hot stamping process through developing distinctive digital characteristics	38
Interpretable deep learning approach for tool wear monitoring in high-speed milling	38
A decentralised approach to cyber-physical systems as a service: Managing shared access worldwide through blockchain standards	38
Model-based engineering for designing cyber-physical systems from product specifications	37
An immersive spatially consistent multi-modal augmented virtuality human-machine interface for telerobotic systems	37
TDAD: Self-supervised industrial anomaly detection with a two-stage diffusion model	37
Dual channel visible graph convolutional neural network for microleakage monitoring of pipeline weld homalographic cracks	37
Impact of generative artificial intelligence models on the performance of citizen data scientists in retail firms	37
UGP-KD: An unsupervised generalized prediction framework for robot machining quality under historical task knowledge distillation for new tasks	36
Simulating dynamic RUL based CBM scheduling. A case study in the railway sector	36
A novel graph-based missing values imputation method for industrial lubricant data	35
A blockchain-based framework for trusted quality data sharing towards zero-defect manufacturing	35
Editorial Board	35
A high-precision detection method for coated fuel particles based on improved faster region-based convolutional neural network	35
Assessing user performance in augmented reality assembly guidance for industry 4.0 operators	35
A novel agile ontology engineering methodology for supporting organizations in collaborative ontology development	34
3D scanning method for robotized inspection of industrial sealed parts	34
Predictive analysis-based sustainable waste management in smart cities using IoT edge computing and blockchain technology	34
A survey on machine learning based analysis of heterogeneous data in industrial automation	34
A new hazard event classification model via deep learning and multifractal	34
On the application of extended reality technologies for the evaluation of product characteristics during the initial stages of the product development process	33
An efficient firefighting method for robotics: A novel convolution-based lightweight network model guided by contextual features with dual attention	33
SmartPatch: A patch prioritization framework	33
E-fulfillment cost management in omnichannel retailing: An exploratory study	33
Requirements for the application of the Digital Twin Paradigm to offshore wind turbine structures for uncertain fatigue analysis	32
Design representation as semantic networks	32
An evaluation of agile Ontology Engineering Methodologies for the digital transformation of companies	32
Industry 4.0 and potential for reshoring: A typology of technology profiles of manufacturing firms	32
A novel FuseDecode Autoencoder for industrial visual inspection: Incremental anomaly detection improvement with gradual transition from unsupervised to mixed-supervision learning with reduced human ef	32
A review of digital twins in smart industries: Concepts, milestones, trends, applications, opportunities and challenges	32
Utilizing domain knowledge in data-driven process discovery: A literature review	32
A digital twin system for centrifugal pump fault diagnosis driven by transfer learning based on graph convolutional neural networks	32
A knowledge recommendation approach in design for multi-material 4D printing based on semantic similarity vector space model and case-based reasoning	32
A railway track reconstruction method using robotic vision on a mobile manipulator: A proposed strategy	31
Detecting coagulation time in cheese making by means of computer vision and machine learning techniques	31
Information security and value creation: The performance implications of ISO/IEC 27001	31
Segmentation, correction, and classification of abnormal sensor data in mechanical engineering based on multi-task learning	31
Reinforcement learning based trustworthy recommendation model for digital twin-driven decision-support in manufacturing systems	31
Editorial Board	30
Literature review and methodological framework for integration of IoT and PLM in manufacturing industry	30
Self-supervised representation learning anomaly detection methodology based on boosting algorithms enhanced by data augmentation using StyleGAN for manufacturing imbalanced data	30
A learning model for perceived visual complexity assessment of automotive 3D shapes based on visual perception elements	30
FCSNet: A quantitative explanation method for surface scratch defects during belt grinding based on deep learning	30
Extended realities and discrete events simulations: A systematic review to define design trade-offs and directions	30
Fabric defect classification using prototypical network of few-shot learning algorithm	30

Incremental learning strategies for improved detection of unknown defects in wafer maps with limited samples	30
Data-driven and autonomous manufacturing control in cyber-physical production systems	30
An industrial agent-based customizable platform for I4.0 manufacturing systems	29
Full-field deformation measurement of structural nodes based on panoramic camera and deep learning-based tracking method	29
Deep learning based system for garment visual degradation prediction for longevity	29
Dynamic obstacle avoidance control based on a novel dynamic window approach for agricultural robots	29
Online validation of digital twins for manufacturing systems	29
An ensemble learning-enhanced collaborative surrogate modeling approach with improved particle swarm optimization for structural reliability assessment	29
Deep attention SMOTE: Data augmentation with a learnable interpolation factor for imbalanced anomaly detection of gas turbines	29
Vision-based hand pose estimation methods for Augmented Reality in industry: Crowdsourced evaluation on HoloLens 2	29
A blockchain-enabled deep residual architecture for accountable, in-situ quality control in industry 4.0 with minimal latency	29
Editorial Board	28
Editorial Board	28
Improving efficiency and security of IIoT communications using in-network validation of server certificate	27
A generalized well neural network for surface defect segmentation in Optical Communication Devices via Template-Testing comparison	27
Obituary	27
Ambient and wearable system for workers’ stress evaluation	27
Virtual-Real Spatial-Temporal Dual Layer Transformer for virtual sensor state perception	27
SKDAN: A Signal Knowledge-enhanced Domain Adaptation Network for remaining useful life prediction and uncertainty quantification of rolling bearings	27
Model-driven engineering to ensure automotive embedded software safety. Methodological proposal and case study	26
Intelligent design of dimensions of reinforced concrete frame structure components using diffusion models	26
Human-centric zero-defect manufacturing: State-of-the-art review, perspectives, and challenges	25
A user-centric computer-aided verification process in a virtuality-reality continuum	25
SmartARW: A text-aware smart mobile industrial augmented reality (AR) wiring assembly system	25
Data-driven value creation in Smart Product-Service System design: State-of-the-art and research directions	25
A machine learning digital twin approach for critical process parameter prediction in a catalyst manufacturing line	25
Autonomous vehicle crash risk modeling by integrating data augmentation and two-layer stacking	24
Multi-view expressive graph neural networks for 3D CAD model classification	24
ENIGMA: An explainable digital twin security solution for cyber–physical systems	24
Editorial Board	24
Editorial Board	24
Generative Manufacturing: A requirements and resource-driven approach to part making	24
Editorial Board	24
A deep reinforcement learning approach for online and concurrent 3D bin packing optimisation with bin replacement strategies	24
Editorial Board	24
Human digital twins in healthcare and occupational well-being: Enabling techniques, applications, datasets and future trends	24
Digital technologies to support lifecycle management of smart product-service solutions	24
A universal transfer network for machinery fault diagnosis	23
Examining the effect of locomotion techniques on virtual prototype assessment: Gaze analysis using a Head-Mounted Display	23
Reinforcement learning for disassembly sequence planning optimization	23
Developing a BIM-enabled robotic manufacturing framework to facilitate mass customization of prefabricated buildings	23
Augmented reality for industrial quality inspection: An experiment assessing task performance and human factors	23
Adaptive human-computer interaction for industry 5.0: A novel concept, with comprehensive review and empirical validation	23
A Metamodel for Designing Assessment Models to support transition of production systems towards Industry 5.0	23
Editorial Board	22
A novel anomaly detection method for magnetic flux leakage signals via a feature-based unsupervised detection network	22
Editorial Board	22
Aircraft visual inspection: A systematic literature review	22
A cross-domain few-shot remaining useful life estimation framework based on model-agnostic meta-learning with task embeddings	22
Blockchain supported BIM data provenance for construction projects	22
Reactive synthesis of software robots in RPA from user interface logs	22
Deep learning based hierarchical classifier for weapon stock aesthetic quality control assessment	22
Methods for improving the availability of spot instances: A survey	22
Development and validation of a digital twin framework for SMT manufacturing	22
BIM-CAREM: Assessing the BIM capabilities of design, construction and facilities management processes in the construction industry	22
A robotic skill transfer learning framework of dynamic manipulation for fabric placement	22
An improved stacking ensemble learning model for predicting the effect of lattice structure defects on yield stress	21
Acoustic signal-based wear monitoring for belt grinding tools with pyramid-structured abrasives using BO-KELM	21
Domain ontology to integrate building-integrated photovoltaic, battery energy storage, and building energy flexibility information for explicable operation and maintenance	21
A hybrid mechanism and data-driven optimization method of process parameters in laser cutting	21
Time domain graph-based anomaly detection approach applied to a real industrial problem	21
A flexible communication stack design for improved software development on industrial testbeds and simulators	21
Deep learning-powered heating, ventilation, and air conditioning compressor fault diagnosis facing unseen domains and class imbalances	21
Automated configuration for cost-effective digital solutions	21
Retrospective quality by design r(QbD) for lactose production using historical process data and design of experiments	21
Context-awareness for the design of Smart-product service systems: Literature review	21
Learning 3D human–object interaction graphs from transferable context knowledge for construction monitoring	21
Carbon footprint optimization of a LoRa-based multi-hop Industrial Internet of Things network deployment	21
Preventing data-driven risk propagation in human–artificial intelligence interaction: A scenario security architecture	21
ArchiDiff: Interactive design of 3D architectural forms generated from a single image	20
LAD-Net: A lightweight welding defect surface non-destructive detection algorithm based on the attention mechanism	20
ST-RTNet: An energy-efficient spike temporal residual transformer network for rock segmentation in deep space exploration	20
Identification of emerging business areas for business opportunity analysis: An approach based on language model and local outlier factor	20
Semantic knowledge-driven A-GASeq: A dynamic graph learning approach for assembly sequence optimization	20
Decision fusion for reliable fault classification in energy-intensive process industries	19
Integrating static and dynamic hierarchical clustering and its application to retail segmentation	19
Data issues in industrial AI systems: A meta-review and research strategy	19
A collaborative network of digital twins for anomaly detection applications of complex systems. Snitch Digital Twin concept	19
Multipoint dynamic displacement monitoring of long-span beam bridges and their time-space evolution using a camera-chain system	19
Smart already at design time – Pattern-based smart service innovation in manufacturing	19
Enabling Building Information Model-driven human-robot collaborative construction workflows with closed-loop digital twins	19
Real-time fire temperature field reconstruction using multi-source acoustic wave data and a hybrid deep learning approach	19
A novel attention-free FCformer network with dynamic subdomain adaptation for open-set fault diagnosis of motor bearing	19
A task-oriented physical collaborative network for pipeline defect diagnosis in a magnetic flux leakage detection system	18
The minimal AR authoring approach: Validation in a real assembly scenario	18
Flexibility-driven strategies for the optimal scheduling of industrial batteries across stacked energy markets	18
A Wasserstein generative digital twin model in health monitoring of rotating machines	18
Designing solutions with the product-service systems digital twin: What is now and what is next?	18
A confident learning-based coordinate attention-guided fusion vision transformer for mixed-type wafer map defect detection	18
Developing a data-driven technology roadmapping method using generative adversarial network (GAN)	18
Enhanced detection of unknown defect patterns on wafer bin maps based on an open-set recognition approach	18
Decision-support model to select spare parts suitable for additive manufacturing	18
Parametrization of a demand-driven operating model using reinforcement learning	17
Advancing process monitoring: A distribution-free control framework for operation processes	17
A novel computative strategic planning projections algorithm (CSPPA) to generate oblique directional interference matrix for different applications in computer-aided design	17