Computers in Industry

Article	Citations
Deep learning-based digitalization of a part catalog book to generate part specification by a neutral reference data dictionary	564
Discovering data spaces: A classification of design options	267
Editorial Board	201
Research on autonomous positioning and adaptive compliant plugging strategies of intelligent charging robots	188
Wearable and interactive mixed reality solutions for fault diagnosis and assistance in manufacturing systems: Implementation and testing in an aseptic bottling line	185
Forecasting for lead-time period by temporal aggregation: Whether to combine and how	169
Selection framework of visualization methods in designing AR industrial task-support systems	145
Extraction of dimension requirements from engineering drawings for supporting quality control in production processes	132
Digital interoperability and transformation in logistics and supply chain management: Editorial	125
Learning human-process interaction in manual manufacturing job shops through indoor positioning systems	119
Throughput analysis of conveyor systems involving multiple materials based on capability decomposition	119
An ontology for reasoning over engineering textual data stored in FMEA spreadsheet tables	118
D3 framework: An evidence-based data-driven design framework for new product service development	117
Towards live decision-making for service-based production: Integrated process planning and scheduling with Digital Twins and Deep-Q-Learning	116
A hybrid data-driven and mechanistic model soft sensor for estimating CO2 concentrations for a carbon capture pilot plant	112
Editorial Board	106
Editorial Board	106
Leveraging asymmetric price limits for financial stability in industrial applications: An agent-based model	101
OpenTwins: An open-source framework for the development of next-gen compositional digital twins	99
An unsupervised approach for health index building and for similarity-based remaining useful life estimation	98
Knowledge-Enhanced Spatiotemporal Analysis for Anomaly Detection in Process Manufacturing	96
A high-accuracy intelligent fault diagnosis method for aero-engine bearings with limited samples	95
Knowledge-based digital twin system: Using a knowlege-driven approach for manufacturing process modeling	87
A method for the automated digitalization of fluid circuit diagrams	85
Light-weight federated learning-based anomaly detection for time-series data in industrial control systems	85

EA-GAT: Event aware graph attention network on cyber-physical systems	82
Fleet Profile: Using visual analytics to prospect logistic solutions in industrial vehicles fleet	80
A data-driven, comparative review of the academic literature and news media on blockchain-enabled supply chain management: Trends, gaps, and research needs	79
Trans-Lighter: A light-weight federated learning-based architecture for Remaining Useful Lifetime prediction	78
A deep transfer learning model for online monitoring of surface roughness in milling with variable parameters	77
Real-time detection of surface cracking defects for large-sized stamped parts	71
A new approach to 3D pattern-making for the apparel industry: Graphic coding-based localization	70
Editorial Board	69
Editorial Board	69
A data-driven approach toward a machine- and system-level performance monitoring digital twin for production lines	68
Implementation of a scalable platform for real-time monitoring of machine tools	66
A machine learning framework with dataset-knowledgeability pre-assessment and a local decision-boundary crispness score: An industry 4.0-based case study on composite autoclave manufacturing	64
Streamlining Assembly Instruction Design (S-AID): A comprehensive systematic framework	62
A collaborative knowledge-based method for the interactive development of cabin systems in virtual reality	61
Immersive Virtual Reality for procedural training: Comparing traditional and learning by teaching approaches	61
Secure Intelligent Fuzzy Blockchain Framework: Effective Threat Detection in IoT Networks	60
Detection and localization of fugitive emissions in industrial plants using surveillance cameras	59
An Open Data Repository for Engineering Design: Using Text Mining with Open Government Data	57
Mode division-based anomaly detection against integrity and availability attacks in industrial cyber-physical systems	55
Satellite Reference Databases scope and data organization: A literature review	53
Unlocking inherent values of manufacturing metadata through digital characteristics (DC) alignment	52
Multi-scale feature pyramid approach for melt track classification in laser powder bed fusion via coaxial high-speed imaging	51
Integrating NLP and context-free grammar for complex rule interpretation towards automated compliance checking	50
Integration of TLS-derived Bridge Information Modeling (BrIM) with a Decision Support System (DSS) for digital twinning and asset management of bridge infrastructures	50
Integration of industry 4.0 technologies for agri-food supply chain resilience	50
A graph-based approach for module library development in industrialized construction	50
WETA: Automatic taxonomy alignment via word embeddings	50
A novel framework for low-contrast and random multi-scale blade casting defect detection by an adaptive global dynamic detection transformer	49
Toward Zero Defect Manufacturing with the support of Artificial Intelligence—Insights from an industrial application	49
Anomaly detection in smart agriculture systems	49
ICSSIM — A framework for building industrial control systems security testbeds	48
Human Digital Twins: A systematic literature review and concept disambiguation for industry 5.0	47
Digital twin composition in smart manufacturing via Markov decision processes	47
The OMiLAB Digital Innovation environment: Agile conceptual models to bridge business value with Digital and Physical Twins for Product-Service Systems development	47
Linking permissioned blockchain to Internet of Things (IoT)-BIM platform for off-site production management in modular construction	46
Supporting business process variability through declarative process families	46
Evaluating the noise tolerance of Cloud NLP services across Amazon, Microsoft, and Google	45
Editorial Board	45
Designing physical systems through a model-based synthesis approach. Example of a Li-ion battery for electrical vehicles	44
Operational process monitoring: An object-centric approach	43
Generation of material handling system alternatives: A constraints satisfaction problem approach	43
A comparative study of Augmented Reality rendering techniques for industrial assembly inspection	43
Semi-automatic representation of design code based on knowledge graph for automated compliance checking	42
Prediction of obsolescence degree as a function of time: A mathematical formulation	41
Full-cycle data purification strategy for multi-type weld seam classification with few-shot learning	40
Process mining beyond workflows	40
Question answering models for human–machine interaction in the manufacturing industry	40
A reliable and ensemble forecasting model for slow-moving and repairable spare parts: Data mining approach	40
Monte Carlo Tree Search for online decision making in smart industrial production	39
Few-shot semantic segmentation for industrial defect recognition	39

Unsupervised neural network-enabled spatial-temporal analytics for data authenticity under environmental smart reporting system	39
Empirical mode reconstruction: Preserving intrinsic components in data augmentation for intelligent fault diagnosis of civil aviation hydraulic pumps	39
A machine-learning based data-oriented pipeline for Prognosis and Health Management Systems	39
Smart contract swarm and multi-branch structure for secure and efficient BIM versioning in blockchain-aided common data environment	38
Model-based data integration along the product & service life cycle supported by digital twinning	38
An adaptive image enhancement approach for safety monitoring robot under insufficient illumination condition	38
A hierarchical Bayesian regression framework for enabling online reliability estimation and condition-based maintenance through accelerated testing	38
Advancing photovoltaic system design: An enhanced social learning swarm optimizer with guaranteed stability	37
Editorial Board	37
Predictive modeling of quality characteristics – A case study with the casting industry	37
Automated digital twin generation of manufacturing systems with complex material flows: graph model completion	36
PLM data transformation: A mesoscopic scale perspective and an industrial case study	36
Simulation uncertainty determination of single flank rolling tests using monte carlo simulation and skin model shapes for zero defect manufacturing of micro gears	36
Augmented reality-computer vision combination for automatic fatigue crack detection and localization	36
Real-time layer height estimation during multi-layer directed energy deposition using domain adaptive neural networks	35
Prior knowledge embedding convolutional autoencoder: A single-source domain generalized fault diagnosis framework under small samples	35
Sensory augmentation for subsea robot teleoperation	34
A VGGNet-like approach for classifying and segmenting coal dust particles with overlapping regions	34
The quiet revolution in machine vision - a state-of-the-art survey paper, including historical review, perspectives, and future directions	33
A generic interface and a framework designed for industrial metrology integration for the Internet of Things	33
Mapping the hot stamping process through developing distinctive digital characteristics	33
Application of MES/MOM for Industry 4.0 supply chains: A cross-case analysis	33
Multi-step attack detection in industrial control systems using causal analysis	33
Editorial Board	33
Digital Twin Stakeholder Communication: Characteristics, Challenges, and Best Practices	33
TDAD: Self-supervised industrial anomaly detection with a two-stage diffusion model	33
State estimation for industrial desiccant air dryers using hybrid mechanistic and machine learning models	33
Ensemble of convolutional neural networks based on an evolutionary algorithm applied to an industrial welding process	32
Customization of incentive mechanisms based on product life-cycle phases for an efficient product-service supply chain coordination	32
A decentralised approach to cyber-physical systems as a service: Managing shared access worldwide through blockchain standards	32
A method for supporting the transformation of an existing production system with its integrated Enterprise Information Systems (EISs) into a Cyber Physical Production System (CPPS)	32
Advancing zero defect manufacturing: A state-of-the-art perspective and future research directions	31
Industrial safety management in the digital era: Constructing a knowledge graph from near misses	31
Improving aircraft conceptual design through parametric CAD modellers – A case study for thermal analysis of aircraft systems	30
Deep CNN-based visual defect detection: Survey of current literature	30
A lightweight and accurate recognition framework for signs of X-ray weld images	30
Interpretable deep learning approach for tool wear monitoring in high-speed milling	30
Assessing user performance in augmented reality assembly guidance for industry 4.0 operators	30
AYOLOv3-Tiny: An improved convolutional neural network architecture for real-time defect detection of PAD light guide plates	30
UGP-KD: An unsupervised generalized prediction framework for robot machining quality under historical task knowledge distillation for new tasks	29
An immersive spatially consistent multi-modal augmented virtuality human-machine interface for telerobotic systems	29
A novel agile ontology engineering methodology for supporting organizations in collaborative ontology development	29
A high-precision detection method for coated fuel particles based on improved faster region-based convolutional neural network	29
Simulating dynamic RUL based CBM scheduling. A case study in the railway sector	29
3D scanning method for robotized inspection of industrial sealed parts	29
Impact of generative artificial intelligence models on the performance of citizen data scientists in retail firms	28
Predictive analysis-based sustainable waste management in smart cities using IoT edge computing and blockchain technology	28
Model-based engineering for designing cyber-physical systems from product specifications	28
Dual channel visible graph convolutional neural network for microleakage monitoring of pipeline weld homalographic cracks	28
A blockchain-based framework for trusted quality data sharing towards zero-defect manufacturing	28
Detecting coagulation time in cheese making by means of computer vision and machine learning techniques	27
A survey on machine learning based analysis of heterogeneous data in industrial automation	27
Industry 4.0 and potential for reshoring: A typology of technology profiles of manufacturing firms	27
A novel graph-based missing values imputation method for industrial lubricant data	27
A digital twin system for centrifugal pump fault diagnosis driven by transfer learning based on graph convolutional neural networks	27
An efficient firefighting method for robotics: A novel convolution-based lightweight network model guided by contextual features with dual attention	27
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	26
Multicriteria decision-making method for scheduling problem based on smart batches and their quality prediction capability	26
Reinforcement learning based trustworthy recommendation model for digital twin-driven decision-support in manufacturing systems	26
An evaluation of agile Ontology Engineering Methodologies for the digital transformation of companies	26
A knowledge recommendation approach in design for multi-material 4D printing based on semantic similarity vector space model and case-based reasoning	26
A new hazard event classification model via deep learning and multifractal	26
Design representation as semantic networks	26
Utilizing domain knowledge in data-driven process discovery: A literature review	25
On the application of extended reality technologies for the evaluation of product characteristics during the initial stages of the product development process	25
E-fulfillment cost management in omnichannel retailing: An exploratory study	25
Information security and value creation: The performance implications of ISO/IEC 27001	25
The role of interoperability dimensions in building information modelling	25
A railway track reconstruction method using robotic vision on a mobile manipulator: A proposed strategy	25
Editorial Board	25
SmartPatch: A patch prioritization framework	25
Requirements for the application of the Digital Twin Paradigm to offshore wind turbine structures for uncertain fatigue analysis	25
Editorial Board	24
FCSNet: A quantitative explanation method for surface scratch defects during belt grinding based on deep learning	24
Extended realities and discrete events simulations: A systematic review to define design trade-offs and directions	24
A core reference ontology for steelmaking process knowledge modelling and information management	24
Online validation of digital twins for manufacturing systems	24
An industrial agent-based customizable platform for I4.0 manufacturing systems	24
Deep learning based system for garment visual degradation prediction for longevity	24
Dynamic obstacle avoidance control based on a novel dynamic window approach for agricultural robots	24

Data-driven and autonomous manufacturing control in cyber-physical production systems	24
A blockchain-enabled deep residual architecture for accountable, in-situ quality control in industry 4.0 with minimal latency	24
Fabric defect classification using prototypical network of few-shot learning algorithm	24
Self-supervised representation learning anomaly detection methodology based on boosting algorithms enhanced by data augmentation using StyleGAN for manufacturing imbalanced data	24
Data-driven failure mode and effect analysis (FMEA) to enhance maintenance planning	24
Full-field deformation measurement of structural nodes based on panoramic camera and deep learning-based tracking method	24
Literature review and methodological framework for integration of IoT and PLM in manufacturing industry	24
Obituary	23
Editorial Board	23
Deep attention SMOTE: Data augmentation with a learnable interpolation factor for imbalanced anomaly detection of gas turbines	23
A framework for Seveso-compliant cyber-physical security testing in sensitive industrial plants	22
Multi-view expressive graph neural networks for 3D CAD model classification	22
Model-driven engineering to ensure automotive embedded software safety. Methodological proposal and case study	22
Improving efficiency and security of IIoT communications using in-network validation of server certificate	22
Data-driven value creation in Smart Product-Service System design: State-of-the-art and research directions	22
Generative Manufacturing: A requirements and resource-driven approach to part making	22
A user-centric computer-aided verification process in a virtuality-reality continuum	22
Towards Zero Defect Manufacturing paradigm: A review of the state-of-the-art methods and open challenges	22
Ambient and wearable system for workers’ stress evaluation	22
Editorial Board	22
Computational framework for real-time diagnostics and prognostics of aircraft actuation systems	21
A deep reinforcement learning approach for online and concurrent 3D bin packing optimisation with bin replacement strategies	21
Human-centric zero-defect manufacturing: State-of-the-art review, perspectives, and challenges	21
A machine learning digital twin approach for critical process parameter prediction in a catalyst manufacturing line	21
A generalized well neural network for surface defect segmentation in Optical Communication Devices via Template-Testing comparison	21
Examining the effect of locomotion techniques on virtual prototype assessment: Gaze analysis using a Head-Mounted Display	21
Editorial Board	20
Digital technologies to support lifecycle management of smart product-service solutions	20
Adaptive human-computer interaction for industry 5.0: A novel concept, with comprehensive review and empirical validation	20
Editorial Board	20
A Metamodel for Designing Assessment Models to support transition of production systems towards Industry 5.0	20
Editorial Board	20
Blockchain supported BIM data provenance for construction projects	19
An evaluation and annotation methodology for product category matching in e-commerce	19
ENIGMA: An explainable digital twin security solution for cyber–physical systems	19
Development and validation of a digital twin framework for SMT manufacturing	19
Developing a BIM-enabled robotic manufacturing framework to facilitate mass customization of prefabricated buildings	19
Demystifying the digital transition of remanufacturing: A systematic review of literature	19
A universal transfer network for machinery fault diagnosis	19
Analyzing content of tasks in Business Process Management. Blending task execution and organization perspectives	19
Augmented reality for industrial quality inspection: An experiment assessing task performance and human factors	19
Reinforcement learning for disassembly sequence planning optimization	18
Deep learning based hierarchical classifier for weapon stock aesthetic quality control assessment	18
Methods for improving the availability of spot instances: A survey	18
Towards fully BIM-enabled building automation and robotics: A perspective of lifecycle information flow	18
A novel anomaly detection method for magnetic flux leakage signals via a feature-based unsupervised detection network	18
Reactive synthesis of software robots in RPA from user interface logs	18
Deep learning-based visual control assistant for assembly in Industry 4.0	18
Machine learning and multiresolution decomposition for embedded applications to detect short-circuit in induction motors	17
Acoustic signal-based wear monitoring for belt grinding tools with pyramid-structured abrasives using BO-KELM	17
Domain ontology to integrate building-integrated photovoltaic, battery energy storage, and building energy flexibility information for explicable operation and maintenance	17
Retrospective quality by design r(QbD) for lactose production using historical process data and design of experiments	17
Exploiting knowledge graphs in industrial products and services: A survey of key aspects, challenges, and future perspectives	17
Context-awareness for the design of Smart-product service systems: Literature review	17
BIM-CAREM: Assessing the BIM capabilities of design, construction and facilities management processes in the construction industry	17
A robotic skill transfer learning framework of dynamic manipulation for fabric placement	17
Harmonising and integrating the Digital Twins multiverse: A paradigm and a toolset proposal	17
Dealing with missing usage data in defect prediction: A case study of a welding supplier	17
ArchiDiff: Interactive design of 3D architectural forms generated from a single image	17
An improved stacking ensemble learning model for predicting the effect of lattice structure defects on yield stress	17
A survey on anomaly detection for technical systems using LSTM networks	17
A flexible communication stack design for improved software development on industrial testbeds and simulators	17
Time domain graph-based anomaly detection approach applied to a real industrial problem	17
Learning 3D human–object interaction graphs from transferable context knowledge for construction monitoring	17
Aircraft visual inspection: A systematic literature review	17
Integrating complex asset health modelling techniques with continuous time simulation modelling: A practical tool for maintenance and capital investments analysis	17
Decision fusion for reliable fault classification in energy-intensive process industries	16
A collaborative network of digital twins for anomaly detection applications of complex systems. Snitch Digital Twin concept	16
Designing solutions with the product-service systems digital twin: What is now and what is next?	16
Multipoint dynamic displacement monitoring of long-span beam bridges and their time-space evolution using a camera-chain system	16
Identification of emerging business areas for business opportunity analysis: An approach based on language model and local outlier factor	16
Utilizing safety rule correlation for mobile scaffolds monitoring leveraging deep convolution neural networks	16
LAD-Net: A lightweight welding defect surface non-destructive detection algorithm based on the attention mechanism	16
Smart already at design time – Pattern-based smart service innovation in manufacturing	16
Enabling Building Information Model-driven human-robot collaborative construction workflows with closed-loop digital twins	16
Semantic knowledge-driven A-GASeq: A dynamic graph learning approach for assembly sequence optimization	16
Developing a data-driven technology roadmapping method using generative adversarial network (GAN)	16
Implementation of digital twins in the process industry: A systematic literature review of enablers and barriers	15
A Wasserstein generative digital twin model in health monitoring of rotating machines	15
HD-RTI: An adaptive multi-light imaging approach for the quality assessment of manufactured surfaces	15
Machine learning approach to analyze the status of forklift vehicles with irregular movement in a shipyard	15
A novel computative strategic planning projections algorithm (CSPPA) to generate oblique directional interference matrix for different applications in computer-aided design	15
Development of an immersive SLAM-based VR system for teleoperation of a mobile manipulator in an unknown environment	15
Development of taxonomy for classifying defect patterns on wafer bin map using Bin2Vec and clustering methods	15
An approach for adaptive filtering with reinforcement learning for multi-sensor fusion in condition monitoring of gearboxes	15
A computer vision based online quality control system for textile yarns	15
In-situ fault detection for the spindle motor of CNC machines via multi-stage residual fusion convolution neural networks	15
A catalogue of digital solution areas for prioritising the needs of manufacturing SMEs	15
Enhanced detection of unknown defect patterns on wafer bin maps based on an open-set recognition approach	15
Domain-adaptive active learning for cost-effective virtual metrology modeling	15
An asset-backed decentralised finance instrument for food supply chains – A case study from the livestock export industry	15
Towards the adoption of virtual reality training systems for the self-tuition of industrial robot operators: A case study at KUKA	15
Dealing with prognostics uncertainties: Combination of direct and recursive remaining useful life estimations	14
Integrated process safety and process security risk assessment of industrial cyber-physical systems in chemical plants	14
Editorial Board	14