Computers in Industry

Article	Citations
Forecasting for lead-time period by temporal aggregation: Whether to combine and how	231
Discovering data spaces: A classification of design options	209
Editorial Board	207
Learning human-process interaction in manual manufacturing job shops through indoor positioning systems	172
SRLFormer: Single Retinex-based and low-light image guidance Transformer for low-light image enhancement	159
Deep learning-based digitalization of a part catalog book to generate part specification by a neutral reference data dictionary	154
Selection framework of visualization methods in designing AR industrial task-support systems	154
Research on autonomous positioning and adaptive compliant plugging strategies of intelligent charging robots	150
A comprehensive survey of image synthesis approaches for Deep Learning-based surface defect detection in manufacturing	147
An ontology-based retrieval augmented generation procedure for a voice-controlled maintenance assistant	127
Editorial Board	127
Editorial Board	125
A semi-automated compliance checking framework for shield tunnel design integrating ontology and natural language processing	115
A hybrid data-driven and mechanistic model soft sensor for estimating CO2 concentrations for a carbon capture pilot plant	109
D3 framework: An evidence-based data-driven design framework for new product service development	105
OpenTwins: An open-source framework for the development of next-gen compositional digital twins	105
Towards live decision-making for service-based production: Integrated process planning and scheduling with Digital Twins and Deep-Q-Learning	101
Light-weight federated learning-based anomaly detection for time-series data in industrial control systems	99
A high-accuracy intelligent fault diagnosis method for aero-engine bearings with limited samples	99
An unsupervised approach for health index building and for similarity-based remaining useful life estimation	97
Knowledge-Enhanced Spatiotemporal Analysis for Anomaly Detection in Process Manufacturing	91
Leveraging asymmetric price limits for financial stability in industrial applications: An agent-based model	83
Industrial Internet of Things: Implementations, challenges, and potential solutions across various industries	82
A method for the automated digitalization of fluid circuit diagrams	81
Knowledge-based digital twin system: Using a knowlege-driven approach for manufacturing process modeling	81

An agent-based approach for the automatic generation of valid SysMLv2 Models in industrial contexts	79
Editorial Board	78
Editorial Board	77
Fleet Profile: Using visual analytics to prospect logistic solutions in industrial vehicles fleet	70
EA-GAT: Event aware graph attention network on cyber-physical systems	70
A new approach to 3D pattern-making for the apparel industry: Graphic coding-based localization	69
Zero-shot printed circuit board defect detection via optical flow and reconstruction guidance	69
Immersive Virtual Reality for procedural training: Comparing traditional and learning by teaching approaches	68
A data-driven, comparative review of the academic literature and news media on blockchain-enabled supply chain management: Trends, gaps, and research needs	68
Real-time detection of surface cracking defects for large-sized stamped parts	67
A deep transfer learning model for online monitoring of surface roughness in milling with variable parameters	67
A data-driven approach toward a machine- and system-level performance monitoring digital twin for production lines	67
Implementation of a scalable platform for real-time monitoring of machine tools	66
Secure Intelligent Fuzzy Blockchain Framework: Effective Threat Detection in IoT Networks	66
A novel interval-valued carbon price forecasting paradigm: multi-factor intelligent recognition-based ensemble learning	65
A collaborative knowledge-based method for the interactive development of cabin systems in virtual reality	65
Streamlining Assembly Instruction Design (S-AID): A comprehensive systematic framework	65
Trans-Lighter: A light-weight federated learning-based architecture for Remaining Useful Lifetime prediction	62
Enhancing retrieval-augmented generation for interoperable industrial knowledge representation and inference toward cognitive digital twins	60
A graph-based approach for module library development in industrialized construction	60
Integrating NLP and context-free grammar for complex rule interpretation towards automated compliance checking	59
Digital twin composition in smart manufacturing via Markov decision processes	58
Integration of TLS-derived Bridge Information Modeling (BrIM) with a Decision Support System (DSS) for digital twinning and asset management of bridge infrastructures	58
ICSSIM — A framework for building industrial control systems security testbeds	55
Toward Zero Defect Manufacturing with the support of Artificial Intelligence—Insights from an industrial application	53
Detection and localization of fugitive emissions in industrial plants using surveillance cameras	51
WETA: Automatic taxonomy alignment via word embeddings	51
Human Digital Twins: A systematic literature review and concept disambiguation for industry 5.0	51
A fuzzy feature integration-enhanced network for surface defect detection of no-service rails	51
Integration of industry 4.0 technologies for agri-food supply chain resilience	51
Unlocking inherent values of manufacturing metadata through digital characteristics (DC) alignment	50
Mode division-based anomaly detection against integrity and availability attacks in industrial cyber-physical systems	50
An Open Data Repository for Engineering Design: Using Text Mining with Open Government Data	50
Satellite Reference Databases scope and data organization: A literature review	50
Enhanced vision-based structural displacement monitoring through deep learning approaches	50
A novel framework for low-contrast and random multi-scale blade casting defect detection by an adaptive global dynamic detection transformer	49
Multi-scale feature pyramid approach for melt track classification in laser powder bed fusion via coaxial high-speed imaging	49
A novel paradigm for predicting and interpreting uneven roll wear in the hot rolling steel industry	48
Anomaly detection in smart agriculture systems	47
The OMiLAB Digital Innovation environment: Agile conceptual models to bridge business value with Digital and Physical Twins for Product-Service Systems development	47
Supporting business process variability through declarative process families	46
Linking permissioned blockchain to Internet of Things (IoT)-BIM platform for off-site production management in modular construction	46
Generation of material handling system alternatives: A constraints satisfaction problem approach	45
Editorial Board	45
A machine-learning based data-oriented pipeline for Prognosis and Health Management Systems	44
Smart contract swarm and multi-branch structure for secure and efficient BIM versioning in blockchain-aided common data environment	44
A hierarchical Bayesian regression framework for enabling online reliability estimation and condition-based maintenance through accelerated testing	44
A comparative study of Augmented Reality rendering techniques for industrial assembly inspection	43
Interactions between BIM and robotics: Towards intelligent construction engineering and management	42
A reliable and ensemble forecasting model for slow-moving and repairable spare parts: Data mining approach	42

Empirical mode reconstruction: Preserving intrinsic components in data augmentation for intelligent fault diagnosis of civil aviation hydraulic pumps	41
A controllable generative design framework for residential communities with multi-scale architectural representations	41
Evaluating the noise tolerance of Cloud NLP services across Amazon, Microsoft, and Google	41
Process mining beyond workflows	41
Full-cycle data purification strategy for multi-type weld seam classification with few-shot learning	40
Model-based data integration along the product & service life cycle supported by digital twinning	40
A sensor-integrated digital twin framework for molten pool monitoring of laser powder bed fusion	40
An adaptive image enhancement approach for safety monitoring robot under insufficient illumination condition	40
Question answering models for human–machine interaction in the manufacturing industry	40
Operational process monitoring: An object-centric approach	39
Unsupervised neural network-enabled spatial-temporal analytics for data authenticity under environmental smart reporting system	39
Few-shot semantic segmentation for industrial defect recognition	39
A novel and scalable multimodal large language model architecture Tool-MMGPT for future tool wear prediction in titanium alloy high-speed milling processes	38
Semi-automatic representation of design code based on knowledge graph for automated compliance checking	38
PLM data transformation: A mesoscopic scale perspective and an industrial case study	38
Application of MES/MOM for Industry 4.0 supply chains: A cross-case analysis	38
Editorial Board	38
Predictive modeling of quality characteristics – A case study with the casting industry	38
Simulation uncertainty determination of single flank rolling tests using monte carlo simulation and skin model shapes for zero defect manufacturing of micro gears	38
Augmented reality-computer vision combination for automatic fatigue crack detection and localization	38
Digital Twin Stakeholder Communication: Characteristics, Challenges, and Best Practices	37
Advancing photovoltaic system design: An enhanced social learning swarm optimizer with guaranteed stability	37
Prior knowledge embedding convolutional autoencoder: A single-source domain generalized fault diagnosis framework under small samples	37
A lightweight transformer winding condition assessment method with multi-scale image fusion and an improved attention mechanism	37
Attentive neural processes based on reliable inferences for industrial equipment anomaly detection	37
Sensory augmentation for subsea robot teleoperation	37
Automated digital twin generation of manufacturing systems with complex material flows: graph model completion	37
A generic interface and a framework designed for industrial metrology integration for the Internet of Things	37
Mapping the hot stamping process through developing distinctive digital characteristics	36
Editorial Board	36
Customization of incentive mechanisms based on product life-cycle phases for an efficient product-service supply chain coordination	36
Real-time layer height estimation during multi-layer directed energy deposition using domain adaptive neural networks	36
From Ontologies to Knowledge Augmented Large Language Models for Automation: A decision-making guidance for achieving human–robot collaboration in Industry 5.0	35
Deep CNN-based visual defect detection: Survey of current literature	35
TDAD: Self-supervised industrial anomaly detection with a two-stage diffusion model	35
Advancing zero defect manufacturing: A state-of-the-art perspective and future research directions	34
Industrial safety management in the digital era: Constructing a knowledge graph from near misses	34
State estimation for industrial desiccant air dryers using hybrid mechanistic and machine learning models	34
Dual channel visible graph convolutional neural network for microleakage monitoring of pipeline weld homalographic cracks	33
Multi-step attack detection in industrial control systems using causal analysis	33
Interpretable deep learning approach for tool wear monitoring in high-speed milling	33
An immersive spatially consistent multi-modal augmented virtuality human-machine interface for telerobotic systems	33
A novel graph-based missing values imputation method for industrial lubricant data	33
CASIA-Net: An indoor work site smoking detection framework	33
AYOLOv3-Tiny: An improved convolutional neural network architecture for real-time defect detection of PAD light guide plates	33
Simulating dynamic RUL based CBM scheduling. A case study in the railway sector	33
Ensemble of convolutional neural networks based on an evolutionary algorithm applied to an industrial welding process	33
A decentralised approach to cyber-physical systems as a service: Managing shared access worldwide through blockchain standards	33
UGP-KD: An unsupervised generalized prediction framework for robot machining quality under historical task knowledge distillation for new tasks	33
A lightweight and accurate recognition framework for signs of X-ray weld images	32
A novel agile ontology engineering methodology for supporting organizations in collaborative ontology development	32
A blockchain-based framework for trusted quality data sharing towards zero-defect manufacturing	32
A high-precision detection method for coated fuel particles based on improved faster region-based convolutional neural network	32
Impact of generative artificial intelligence models on the performance of citizen data scientists in retail firms	32
Assessing user performance in augmented reality assembly guidance for industry 4.0 operators	32
A survey on machine learning based analysis of heterogeneous data in industrial automation	31
Predictive analysis-based sustainable waste management in smart cities using IoT edge computing and blockchain technology	31
Multicriteria decision-making method for scheduling problem based on smart batches and their quality prediction capability	31
Model-based engineering for designing cyber-physical systems from product specifications	31
Segmentation, correction, and classification of abnormal sensor data in mechanical engineering based on multi-task learning	31
SmartPatch: A patch prioritization framework	31
3D scanning method for robotized inspection of industrial sealed parts	31
On the application of extended reality technologies for the evaluation of product characteristics during the initial stages of the product development process	31
Utilizing domain knowledge in data-driven process discovery: A literature review	30
An evaluation of agile Ontology Engineering Methodologies for the digital transformation of companies	30
E-fulfillment cost management in omnichannel retailing: An exploratory study	30
Detecting coagulation time in cheese making by means of computer vision and machine learning techniques	30
Industry 4.0 and potential for reshoring: A typology of technology profiles of manufacturing firms	29
A digital twin system for centrifugal pump fault diagnosis driven by transfer learning based on graph convolutional neural networks	29
A railway track reconstruction method using robotic vision on a mobile manipulator: A proposed strategy	28
A new hazard event classification model via deep learning and multifractal	28
An efficient firefighting method for robotics: A novel convolution-based lightweight network model guided by contextual features with dual attention	28
Information security and value creation: The performance implications of ISO/IEC 27001	28
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	28
Design representation as semantic networks	27
Requirements for the application of the Digital Twin Paradigm to offshore wind turbine structures for uncertain fatigue analysis	27
Editorial Board	26
An industrial agent-based customizable platform for I4.0 manufacturing systems	26
A knowledge recommendation approach in design for multi-material 4D printing based on semantic similarity vector space model and case-based reasoning	26
Reinforcement learning based trustworthy recommendation model for digital twin-driven decision-support in manufacturing systems	26

Vision-based hand pose estimation methods for Augmented Reality in industry: Crowdsourced evaluation on HoloLens 2	26
A learning model for perceived visual complexity assessment of automotive 3D shapes based on visual perception elements	25
Literature review and methodological framework for integration of IoT and PLM in manufacturing industry	25
A blockchain-enabled deep residual architecture for accountable, in-situ quality control in industry 4.0 with minimal latency	25
A core reference ontology for steelmaking process knowledge modelling and information management	25
Dynamic obstacle avoidance control based on a novel dynamic window approach for agricultural robots	25
Data-driven and autonomous manufacturing control in cyber-physical production systems	25
FCSNet: A quantitative explanation method for surface scratch defects during belt grinding based on deep learning	25
Self-supervised representation learning anomaly detection methodology based on boosting algorithms enhanced by data augmentation using StyleGAN for manufacturing imbalanced data	24
Online validation of digital twins for manufacturing systems	24
Deep learning based system for garment visual degradation prediction for longevity	24
Deep attention SMOTE: Data augmentation with a learnable interpolation factor for imbalanced anomaly detection of gas turbines	24
Full-field deformation measurement of structural nodes based on panoramic camera and deep learning-based tracking method	24
Fabric defect classification using prototypical network of few-shot learning algorithm	23
A framework for Seveso-compliant cyber-physical security testing in sensitive industrial plants	23
SmartARW: A text-aware smart mobile industrial augmented reality (AR) wiring assembly system	23
Extended realities and discrete events simulations: A systematic review to define design trade-offs and directions	23
Editorial Board	23
Obituary	23
A user-centric computer-aided verification process in a virtuality-reality continuum	23
Editorial Board	23
Model-driven engineering to ensure automotive embedded software safety. Methodological proposal and case study	23
A deep reinforcement learning approach for online and concurrent 3D bin packing optimisation with bin replacement strategies	23
A generalized well neural network for surface defect segmentation in Optical Communication Devices via Template-Testing comparison	22
Autonomous vehicle crash risk modeling by integrating data augmentation and two-layer stacking	22
Improving efficiency and security of IIoT communications using in-network validation of server certificate	22
Human-centric zero-defect manufacturing: State-of-the-art review, perspectives, and challenges	22
Generative Manufacturing: A requirements and resource-driven approach to part making	22
Multi-view expressive graph neural networks for 3D CAD model classification	22
A machine learning digital twin approach for critical process parameter prediction in a catalyst manufacturing line	22
Ambient and wearable system for workers’ stress evaluation	22
Virtual-Real Spatial-Temporal Dual Layer Transformer for virtual sensor state perception	22
Data-driven value creation in Smart Product-Service System design: State-of-the-art and research directions	22
Towards Zero Defect Manufacturing paradigm: A review of the state-of-the-art methods and open challenges	22
Examining the effect of locomotion techniques on virtual prototype assessment: Gaze analysis using a Head-Mounted Display	22
Editorial Board	21
Editorial Board	21
A universal transfer network for machinery fault diagnosis	21
Developing a BIM-enabled robotic manufacturing framework to facilitate mass customization of prefabricated buildings	21
Development and validation of a digital twin framework for SMT manufacturing	21
A Metamodel for Designing Assessment Models to support transition of production systems towards Industry 5.0	21
Blockchain supported BIM data provenance for construction projects	21
Towards fully BIM-enabled building automation and robotics: A perspective of lifecycle information flow	21
Augmented reality for industrial quality inspection: An experiment assessing task performance and human factors	21
Editorial Board	21
Digital technologies to support lifecycle management of smart product-service solutions	21
Adaptive human-computer interaction for industry 5.0: A novel concept, with comprehensive review and empirical validation	21
Reinforcement learning for disassembly sequence planning optimization	21
Editorial Board	20
ENIGMA: An explainable digital twin security solution for cyber–physical systems	20
Reactive synthesis of software robots in RPA from user interface logs	20
A cross-domain few-shot remaining useful life estimation framework based on model-agnostic meta-learning with task embeddings	20
BIM-CAREM: Assessing the BIM capabilities of design, construction and facilities management processes in the construction industry	20
Demystifying the digital transition of remanufacturing: A systematic review of literature	20
Deep learning based hierarchical classifier for weapon stock aesthetic quality control assessment	20
A robotic skill transfer learning framework of dynamic manipulation for fabric placement	20
Methods for improving the availability of spot instances: A survey	20
A novel anomaly detection method for magnetic flux leakage signals via a feature-based unsupervised detection network	20
Integrating complex asset health modelling techniques with continuous time simulation modelling: A practical tool for maintenance and capital investments analysis	19
Acoustic signal-based wear monitoring for belt grinding tools with pyramid-structured abrasives using BO-KELM	19
An improved stacking ensemble learning model for predicting the effect of lattice structure defects on yield stress	19
A flexible communication stack design for improved software development on industrial testbeds and simulators	19
Time domain graph-based anomaly detection approach applied to a real industrial problem	19
A hybrid mechanism and data-driven optimization method of process parameters in laser cutting	19
Retrospective quality by design r(QbD) for lactose production using historical process data and design of experiments	19
Carbon footprint optimization of a LoRa-based multi-hop Industrial Internet of Things network deployment	19
Context-awareness for the design of Smart-product service systems: Literature review	19
Automated configuration for cost-effective digital solutions	18
Aircraft visual inspection: A systematic literature review	18
Identification of emerging business areas for business opportunity analysis: An approach based on language model and local outlier factor	18
A novel attention-free FCformer network with dynamic subdomain adaptation for open-set fault diagnosis of motor bearing	18
A Wasserstein generative digital twin model in health monitoring of rotating machines	18
Learning 3D human–object interaction graphs from transferable context knowledge for construction monitoring	18
LAD-Net: A lightweight welding defect surface non-destructive detection algorithm based on the attention mechanism	18
Real-time fire temperature field reconstruction using multi-source acoustic wave data and a hybrid deep learning approach	18
Semantic knowledge-driven A-GASeq: A dynamic graph learning approach for assembly sequence optimization	18
Smart already at design time – Pattern-based smart service innovation in manufacturing	18
Deep learning-powered heating, ventilation, and air conditioning compressor fault diagnosis facing unseen domains and class imbalances	18
Domain ontology to integrate building-integrated photovoltaic, battery energy storage, and building energy flexibility information for explicable operation and maintenance	18
ArchiDiff: Interactive design of 3D architectural forms generated from a single image	18
Data issues in industrial AI systems: A meta-review and research strategy	18
Developing a data-driven technology roadmapping method using generative adversarial network (GAN)	18
Multipoint dynamic displacement monitoring of long-span beam bridges and their time-space evolution using a camera-chain system	18
Decision fusion for reliable fault classification in energy-intensive process industries	17
Enabling Building Information Model-driven human-robot collaborative construction workflows with closed-loop digital twins	17
Designing solutions with the product-service systems digital twin: What is now and what is next?	17
A collaborative network of digital twins for anomaly detection applications of complex systems. Snitch Digital Twin concept	17
A catalogue of digital solution areas for prioritising the needs of manufacturing SMEs	17
A task-oriented physical collaborative network for pipeline defect diagnosis in a magnetic flux leakage detection system	17
Deformation-aware positioning optimization in aircraft assembly using surrogate model-assisted deep reinforcement learning	17
Implementation of digital twins in the process industry: A systematic literature review of enablers and barriers	17
Domain-adaptive active learning for cost-effective virtual metrology modeling	17
Machine learning approach to analyze the status of forklift vehicles with irregular movement in a shipyard	17
A computer vision based online quality control system for textile yarns	16
The minimal AR authoring approach: Validation in a real assembly scenario	16