Computers in Industry

Article	Citations
Forecasting for lead-time period by temporal aggregation: Whether to combine and how	237
Editorial Board	217
Deep learning-based digitalization of a part catalog book to generate part specification by a neutral reference data dictionary	214
Discovering data spaces: A classification of design options	176
SRLFormer: Single Retinex-based and low-light image guidance Transformer for low-light image enhancement	167
A comprehensive survey of image synthesis approaches for Deep Learning-based surface defect detection in manufacturing	160
Learning human-process interaction in manual manufacturing job shops through indoor positioning systems	160
An ontology-based retrieval augmented generation procedure for a voice-controlled maintenance assistant	154
Selection framework of visualization methods in designing AR industrial task-support systems	148
Research on autonomous positioning and adaptive compliant plugging strategies of intelligent charging robots	138
Knowledge-Enhanced Spatiotemporal Analysis for Anomaly Detection in Process Manufacturing	130
OpenTwins: An open-source framework for the development of next-gen compositional digital twins	120
Editorial Board	113
Editorial Board	109
A semi-automated compliance checking framework for shield tunnel design integrating ontology and natural language processing	108
D3 framework: An evidence-based data-driven design framework for new product service development	102
Leveraging asymmetric price limits for financial stability in industrial applications: An agent-based model	101
Light-weight federated learning-based anomaly detection for time-series data in industrial control systems	101
A high-accuracy intelligent fault diagnosis method for aero-engine bearings with limited samples	92
Knowledge-based digital twin system: Using a knowlege-driven approach for manufacturing process modeling	86
An unsupervised approach for health index building and for similarity-based remaining useful life estimation	85
A hybrid data-driven and mechanistic model soft sensor for estimating CO2 concentrations for a carbon capture pilot plant	83
Industrial Internet of Things: Implementations, challenges, and potential solutions across various industries	83
Zero-shot printed circuit board defect detection via optical flow and reconstruction guidance	82
An agent-based approach for the automatic generation of valid SysMLv2 Models in industrial contexts	82

Towards live decision-making for service-based production: Integrated process planning and scheduling with Digital Twins and Deep-Q-Learning	82
Editorial Board	74
Fleet Profile: Using visual analytics to prospect logistic solutions in industrial vehicles fleet	73
Editorial Board	73
A new approach to 3D pattern-making for the apparel industry: Graphic coding-based localization	71
Streamlining Assembly Instruction Design (S-AID): A comprehensive systematic framework	71
A data-driven approach toward a machine- and system-level performance monitoring digital twin for production lines	71
EA-GAT: Event aware graph attention network on cyber-physical systems	71
A method for the automated digitalization of fluid circuit diagrams	70
A novel interval-valued carbon price forecasting paradigm: multi-factor intelligent recognition-based ensemble learning	69
A collaborative knowledge-based method for the interactive development of cabin systems in virtual reality	68
A deep transfer learning model for online monitoring of surface roughness in milling with variable parameters	67
Immersive Virtual Reality for procedural training: Comparing traditional and learning by teaching approaches	66
Implementation of a scalable platform for real-time monitoring of machine tools	66
Real-time detection of surface cracking defects for large-sized stamped parts	65
Secure Intelligent Fuzzy Blockchain Framework: Effective Threat Detection in IoT Networks	65
Trans-Lighter: A light-weight federated learning-based architecture for Remaining Useful Lifetime prediction	63
A data-driven, comparative review of the academic literature and news media on blockchain-enabled supply chain management: Trends, gaps, and research needs	63
Enhancing retrieval-augmented generation for interoperable industrial knowledge representation and inference toward cognitive digital twins	61
Mode division-based anomaly detection against integrity and availability attacks in industrial cyber-physical systems	60
WETA: Automatic taxonomy alignment via word embeddings	60
Satellite Reference Databases scope and data organization: A literature review	57
A novel framework for low-contrast and random multi-scale blade casting defect detection by an adaptive global dynamic detection transformer	53
An Open Data Repository for Engineering Design: Using Text Mining with Open Government Data	53
Unlocking inherent values of manufacturing metadata through digital characteristics (DC) alignment	53
The OMiLAB Digital Innovation environment: Agile conceptual models to bridge business value with Digital and Physical Twins for Product-Service Systems development	52
A fuzzy feature integration-enhanced network for surface defect detection of no-service rails	52
Enhanced vision-based structural displacement monitoring through deep learning approaches	52
ICSSIM — A framework for building industrial control systems security testbeds	52
A novel paradigm for predicting and interpreting uneven roll wear in the hot rolling steel industry	51
Integration of industry 4.0 technologies for agri-food supply chain resilience	51
A graph-based approach for module library development in industrialized construction	51
Detection and localization of fugitive emissions in industrial plants using surveillance cameras	51
Multi-scale feature pyramid approach for melt track classification in laser powder bed fusion via coaxial high-speed imaging	51
Anomaly detection in smart agriculture systems	49
Toward Zero Defect Manufacturing with the support of Artificial Intelligence—Insights from an industrial application	48
Linking permissioned blockchain to Internet of Things (IoT)-BIM platform for off-site production management in modular construction	48
Integration of TLS-derived Bridge Information Modeling (BrIM) with a Decision Support System (DSS) for digital twinning and asset management of bridge infrastructures	46
Digital twin composition in smart manufacturing via Markov decision processes	45
Integrating NLP and context-free grammar for complex rule interpretation towards automated compliance checking	45
Supporting business process variability through declarative process families	45
Human Digital Twins: A systematic literature review and concept disambiguation for industry 5.0	45
A reliable and ensemble forecasting model for slow-moving and repairable spare parts: Data mining approach	44
Editorial Board	44
A sensor-integrated digital twin framework for molten pool monitoring of laser powder bed fusion	43
A hierarchical Bayesian regression framework for enabling online reliability estimation and condition-based maintenance through accelerated testing	43
Generation of material handling system alternatives: A constraints satisfaction problem approach	42
Semi-automatic representation of design code based on knowledge graph for automated compliance checking	42
A controllable generative design framework for residential communities with multi-scale architectural representations	42
Question answering models for human–machine interaction in the manufacturing industry	42

Empirical mode reconstruction: Preserving intrinsic components in data augmentation for intelligent fault diagnosis of civil aviation hydraulic pumps	42
Robust non-contact material recognition for robots in extreme and dynamic environments	42
Model-based data integration along the product & service life cycle supported by digital twinning	41
A comparative study of Augmented Reality rendering techniques for industrial assembly inspection	41
Smart contract swarm and multi-branch structure for secure and efficient BIM versioning in blockchain-aided common data environment	40
Operational process monitoring: An object-centric approach	40
An adaptive image enhancement approach for safety monitoring robot under insufficient illumination condition	40
Unsupervised neural network-enabled spatial-temporal analytics for data authenticity under environmental smart reporting system	40
A machine-learning based data-oriented pipeline for Prognosis and Health Management Systems	40
Few-shot semantic segmentation for industrial defect recognition	40
Evaluating the noise tolerance of Cloud NLP services across Amazon, Microsoft, and Google	39
A lightweight transformer winding condition assessment method with multi-scale image fusion and an improved attention mechanism	39
Full-cycle data purification strategy for multi-type weld seam classification with few-shot learning	39
Process mining beyond workflows	39
PLM data transformation: A mesoscopic scale perspective and an industrial case study	39
Interactions between BIM and robotics: Towards intelligent construction engineering and management	39
Editorial Board	39
Attentive neural processes based on reliable inferences for industrial equipment anomaly detection	38
Application of MES/MOM for Industry 4.0 supply chains: A cross-case analysis	38
A generic interface and a framework designed for industrial metrology integration for the Internet of Things	38
A novel and scalable multimodal large language model architecture Tool-MMGPT for future tool wear prediction in titanium alloy high-speed milling processes	38
Simulation uncertainty determination of single flank rolling tests using monte carlo simulation and skin model shapes for zero defect manufacturing of micro gears	37
Sensory augmentation for subsea robot teleoperation	37
Automated digital twin generation of manufacturing systems with complex material flows: graph model completion	37
Predictive modeling of quality characteristics – A case study with the casting industry	37
Prior knowledge embedding convolutional autoencoder: A single-source domain generalized fault diagnosis framework under small samples	37
Digital Twin Stakeholder Communication: Characteristics, Challenges, and Best Practices	37
Mapping the hot stamping process through developing distinctive digital characteristics	36
Augmented reality-computer vision combination for automatic fatigue crack detection and localization	36
Editorial Board	36
Advancing photovoltaic system design: An enhanced social learning swarm optimizer with guaranteed stability	36
Real-time layer height estimation during multi-layer directed energy deposition using domain adaptive neural networks	36
A decentralised approach to cyber-physical systems as a service: Managing shared access worldwide through blockchain standards	35
TDAD: Self-supervised industrial anomaly detection with a two-stage diffusion model	35
State estimation for industrial desiccant air dryers using hybrid mechanistic and machine learning models	35
AYOLOv3-Tiny: An improved convolutional neural network architecture for real-time defect detection of PAD light guide plates	35
Advancing zero defect manufacturing: A state-of-the-art perspective and future research directions	35
Customization of incentive mechanisms based on product life-cycle phases for an efficient product-service supply chain coordination	35
Multi-step attack detection in industrial control systems using causal analysis	35
Deep CNN-based visual defect detection: Survey of current literature	34
A high-precision detection method for coated fuel particles based on improved faster region-based convolutional neural network	34
3D scanning method for robotized inspection of industrial sealed parts	34
CASIA-Net: An indoor work site smoking detection framework	34
Interpretable deep learning approach for tool wear monitoring in high-speed milling	34
From Ontologies to Knowledge Augmented Large Language Models for Automation: A decision-making guidance for achieving human–robot collaboration in Industry 5.0	34
Industrial safety management in the digital era: Constructing a knowledge graph from near misses	34
A blockchain-based framework for trusted quality data sharing towards zero-defect manufacturing	34
Model-based engineering for designing cyber-physical systems from product specifications	34
A novel graph-based missing values imputation method for industrial lubricant data	33
Simulating dynamic RUL based CBM scheduling. A case study in the railway sector	33
Impact of generative artificial intelligence models on the performance of citizen data scientists in retail firms	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	33
An immersive spatially consistent multi-modal augmented virtuality human-machine interface for telerobotic systems	33
A survey on machine learning based analysis of heterogeneous data in industrial automation	32
Dual channel visible graph convolutional neural network for microleakage monitoring of pipeline weld homalographic cracks	32
Assessing user performance in augmented reality assembly guidance for industry 4.0 operators	32
A novel agile ontology engineering methodology for supporting organizations in collaborative ontology development	32
A digital twin system for centrifugal pump fault diagnosis driven by transfer learning based on graph convolutional neural networks	31
A knowledge recommendation approach in design for multi-material 4D printing based on semantic similarity vector space model and case-based reasoning	31
Predictive analysis-based sustainable waste management in smart cities using IoT edge computing and blockchain technology	31
E-fulfillment cost management in omnichannel retailing: An exploratory study	30
A railway track reconstruction method using robotic vision on a mobile manipulator: A proposed strategy	30
Utilizing domain knowledge in data-driven process discovery: A literature review	30
Design representation as semantic networks	29
SmartPatch: A patch prioritization framework	29
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	29
A review of digital twins in smart industries: Concepts, milestones, trends, applications, opportunities and challenges	28
Information security and value creation: The performance implications of ISO/IEC 27001	28
An evaluation of agile Ontology Engineering Methodologies for the digital transformation of companies	28
Industry 4.0 and potential for reshoring: A typology of technology profiles of manufacturing firms	28
An efficient firefighting method for robotics: A novel convolution-based lightweight network model guided by contextual features with dual attention	28
A new hazard event classification model via deep learning and multifractal	28
Reinforcement learning based trustworthy recommendation model for digital twin-driven decision-support in manufacturing systems	27
Requirements for the application of the Digital Twin Paradigm to offshore wind turbine structures for uncertain fatigue analysis	27
On the application of extended reality technologies for the evaluation of product characteristics during the initial stages of the product development process	27
Segmentation, correction, and classification of abnormal sensor data in mechanical engineering based on multi-task learning	27
An industrial agent-based customizable platform for I4.0 manufacturing systems	26
Editorial Board	26
Detecting coagulation time in cheese making by means of computer vision and machine learning techniques	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
Vision-based hand pose estimation methods for Augmented Reality in industry: Crowdsourced evaluation on HoloLens 2	25
A blockchain-enabled deep residual architecture for accountable, in-situ quality control in industry 4.0 with minimal latency	25
Deep learning based system for garment visual degradation prediction for longevity	25
Data-driven and autonomous manufacturing control in cyber-physical production systems	25
A core reference ontology for steelmaking process knowledge modelling and information management	25
Fabric defect classification using prototypical network of few-shot learning algorithm	25
Self-supervised representation learning anomaly detection methodology based on boosting algorithms enhanced by data augmentation using StyleGAN for manufacturing imbalanced data	24
Full-field deformation measurement of structural nodes based on panoramic camera and deep learning-based tracking method	24
Editorial Board	24
Dynamic obstacle avoidance control based on a novel dynamic window approach for agricultural robots	24
Online validation of digital twins for manufacturing systems	24
Deep attention SMOTE: Data augmentation with a learnable interpolation factor for imbalanced anomaly detection of gas turbines	24
Extended realities and discrete events simulations: A systematic review to define design trade-offs and directions	24
FCSNet: A quantitative explanation method for surface scratch defects during belt grinding based on deep learning	24
Editorial Board	24
A framework for Seveso-compliant cyber-physical security testing in sensitive industrial plants	23
Editorial Board	23
A user-centric computer-aided verification process in a virtuality-reality continuum	23
Ambient and wearable system for workers’ stress evaluation	23
Virtual-Real Spatial-Temporal Dual Layer Transformer for virtual sensor state perception	23
SmartARW: A text-aware smart mobile industrial augmented reality (AR) wiring assembly system	23
Generative Manufacturing: A requirements and resource-driven approach to part making	23
Autonomous vehicle crash risk modeling by integrating data augmentation and two-layer stacking	23
Model-driven engineering to ensure automotive embedded software safety. Methodological proposal and case study	23
A generalized well neural network for surface defect segmentation in Optical Communication Devices via Template-Testing comparison	23
Obituary	23
Improving efficiency and security of IIoT communications using in-network validation of server certificate	23
A deep reinforcement learning approach for online and concurrent 3D bin packing optimisation with bin replacement strategies	22
Human-centric zero-defect manufacturing: State-of-the-art review, perspectives, and challenges	22
Editorial Board	22
Reinforcement learning for disassembly sequence planning optimization	22
Digital technologies to support lifecycle management of smart product-service solutions	22
Data-driven value creation in Smart Product-Service System design: State-of-the-art and research directions	22
Development and validation of a digital twin framework for SMT manufacturing	22
Editorial Board	22
Towards Zero Defect Manufacturing paradigm: A review of the state-of-the-art methods and open challenges	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
Editorial Board	22
Adaptive human-computer interaction for industry 5.0: A novel concept, with comprehensive review and empirical validation	21
Examining the effect of locomotion techniques on virtual prototype assessment: Gaze analysis using a Head-Mounted Display	21
ENIGMA: An explainable digital twin security solution for cyber–physical systems	21
Demystifying the digital transition of remanufacturing: A systematic review of literature	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
Blockchain supported BIM data provenance for construction projects	21
A Metamodel for Designing Assessment Models to support transition of production systems towards Industry 5.0	21
Augmented reality for industrial quality inspection: An experiment assessing task performance and human factors	21
Deep learning based hierarchical classifier for weapon stock aesthetic quality control assessment	20
A novel anomaly detection method for magnetic flux leakage signals via a feature-based unsupervised detection network	20
Editorial Board	20
Carbon footprint optimization of a LoRa-based multi-hop Industrial Internet of Things network deployment	20
BIM-CAREM: Assessing the BIM capabilities of design, construction and facilities management processes in the construction industry	20
Towards fully BIM-enabled building automation and robotics: A perspective of lifecycle information flow	20
A cross-domain few-shot remaining useful life estimation framework based on model-agnostic meta-learning with task embeddings	20
Time domain graph-based anomaly detection approach applied to a real industrial problem	20
Reactive synthesis of software robots in RPA from user interface logs	20
Methods for improving the availability of spot instances: A survey	20
A robotic skill transfer learning framework of dynamic manipulation for fabric placement	20
An improved stacking ensemble learning model for predicting the effect of lattice structure defects on yield stress	20
Learning 3D human–object interaction graphs from transferable context knowledge for construction monitoring	19
LAD-Net: A lightweight welding defect surface non-destructive detection algorithm based on the attention mechanism	19
Acoustic signal-based wear monitoring for belt grinding tools with pyramid-structured abrasives using BO-KELM	19
Aircraft visual inspection: A systematic literature review	19
Retrospective quality by design r(QbD) for lactose production using historical process data and design of experiments	19
Domain ontology to integrate building-integrated photovoltaic, battery energy storage, and building energy flexibility information for explicable operation and maintenance	19
A flexible communication stack design for improved software development on industrial testbeds and simulators	19
Real-time fire temperature field reconstruction using multi-source acoustic wave data and a hybrid deep learning approach	18
Context-awareness for the design of Smart-product service systems: Literature review	18
Developing a data-driven technology roadmapping method using generative adversarial network (GAN)	18
ArchiDiff: Interactive design of 3D architectural forms generated from a single image	18
A hybrid mechanism and data-driven optimization method of process parameters in laser cutting	18
Semantic knowledge-driven A-GASeq: A dynamic graph learning approach for assembly sequence optimization	18
Decision fusion for reliable fault classification in energy-intensive process industries	18
Automated configuration for cost-effective digital solutions	18
Data issues in industrial AI systems: A meta-review and research strategy	18
Multipoint dynamic displacement monitoring of long-span beam bridges and their time-space evolution using a camera-chain system	18
A novel attention-free FCformer network with dynamic subdomain adaptation for open-set fault diagnosis of motor bearing	18
Deep learning-powered heating, ventilation, and air conditioning compressor fault diagnosis facing unseen domains and class imbalances	18
Implementation of digital twins in the process industry: A systematic literature review of enablers and barriers	17
Designing solutions with the product-service systems digital twin: What is now and what is next?	17
ST-RTNet: An energy-efficient spike temporal residual transformer network for rock segmentation in deep space exploration	17
A collaborative network of digital twins for anomaly detection applications of complex systems. Snitch Digital Twin concept	17
Smart already at design time – Pattern-based smart service innovation in manufacturing	17
Integrating static and dynamic hierarchical clustering and its application to retail segmentation	17
A Wasserstein generative digital twin model in health monitoring of rotating machines	17
Identification of emerging business areas for business opportunity analysis: An approach based on language model and local outlier factor	17
A novel computative strategic planning projections algorithm (CSPPA) to generate oblique directional interference matrix for different applications in computer-aided design	16
Enhanced detection of unknown defect patterns on wafer bin maps based on an open-set recognition approach	16
Reliability analysis and remaining useful life estimation of a two-variable phased degradation system	16
Zero Defect Manufacturing ontology: A preliminary version based on standardized terms	16
An approach for adaptive filtering with reinforcement learning for multi-sensor fusion in condition monitoring of gearboxes	16
From user-generated content to quality improvement: A multi-granularity analysis of customer satisfaction and attention in new energy vehicles using deep learning	16