Computers in Industry

Article	Citations
Learning human-process interaction in manual manufacturing job shops through indoor positioning systems	541
Deep learning-based digitalization of a part catalog book to generate part specification by a neutral reference data dictionary	258
Discovering data spaces: A classification of design options	191
Editorial Board	188
Forecasting for lead-time period by temporal aggregation: Whether to combine and how	182
Selection framework of visualization methods in designing AR industrial task-support systems	178
Throughput analysis of conveyor systems involving multiple materials based on capability decomposition	161
An ontology for reasoning over engineering textual data stored in FMEA spreadsheet tables	141
Wearable and interactive mixed reality solutions for fault diagnosis and assistance in manufacturing systems: Implementation and testing in an aseptic bottling line	128
Digital interoperability and transformation in logistics and supply chain management: Editorial	118
Extraction of dimension requirements from engineering drawings for supporting quality control in production processes	118
Knowledge-Enhanced Spatiotemporal Analysis for Anomaly Detection in Process Manufacturing	113
An unsupervised approach for health index building and for similarity-based remaining useful life estimation	113
Towards live decision-making for service-based production: Integrated process planning and scheduling with Digital Twins and Deep-Q-Learning	111
D3 framework: An evidence-based data-driven design framework for new product service development	111
OpenTwins: An open-source framework for the development of next-gen compositional digital twins	111
Knowledge-based digital twin system: Using a knowlege-driven approach for manufacturing process modeling	108
Leveraging asymmetric price limits for financial stability in industrial applications: An agent-based model	100
Editorial Board	100
Editorial Board	100
Light-weight federated learning-based anomaly detection for time-series data in industrial control systems	96
A hybrid data-driven and mechanistic model soft sensor for estimating CO2 concentrations for a carbon capture pilot plant	95
Towards an adapted PHM approach: Data quality requirements methodology for fault detection applications	92
A high-accuracy intelligent fault diagnosis method for aero-engine bearings with limited samples	92
A method for the automated digitalization of fluid circuit diagrams	84

EA-GAT: Event aware graph attention network on cyber-physical systems	83
Implementation of a scalable platform for real-time monitoring of machine tools	81
Fleet Profile: Using visual analytics to prospect logistic solutions in industrial vehicles fleet	79
A data-driven, comparative review of the academic literature and news media on blockchain-enabled supply chain management: Trends, gaps, and research needs	79
Immersive Virtual Reality for procedural training: Comparing traditional and learning by teaching approaches	76
Secure Intelligent Fuzzy Blockchain Framework: Effective Threat Detection in IoT Networks	75
A collaborative knowledge-based method for the interactive development of cabin systems in virtual reality	72
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	71
A new approach to 3D pattern-making for the apparel industry: Graphic coding-based localization	68
Real-time detection of surface cracking defects for large-sized stamped parts	68
Editorial Board	67
Editorial Board	67
A data-driven approach toward a machine- and system-level performance monitoring digital twin for production lines	66
Streamlining Assembly Instruction Design (S-AID): A comprehensive systematic framework	66
A deep transfer learning model for online monitoring of surface roughness in milling with variable parameters	62
Trans-Lighter: A light-weight federated learning-based architecture for Remaining Useful Lifetime prediction	61
WETA: Automatic taxonomy alignment via word embeddings	60
A graph-based approach for module library development in industrialized construction	58
Detection and localization of fugitive emissions in industrial plants using surveillance cameras	58
An Open Data Repository for Engineering Design: Using Text Mining with Open Government Data	58
Mode division-based anomaly detection against integrity and availability attacks in industrial cyber-physical systems	56
Integration of industry 4.0 technologies for agri-food supply chain resilience	55
Satellite Reference Databases scope and data organization: A literature review	52
Linking permissioned blockchain to Internet of Things (IoT)-BIM platform for off-site production management in modular construction	50
ICSSIM — A framework for building industrial control systems security testbeds	50
Multi-scale feature pyramid approach for melt track classification in laser powder bed fusion via coaxial high-speed imaging	49
Human Digital Twins: A systematic literature review and concept disambiguation for industry 5.0	49
Digital twin composition in smart manufacturing via Markov decision processes	49
Unlocking inherent values of manufacturing metadata through digital characteristics (DC) alignment	49
Anomaly detection in smart agriculture systems	48
The OMiLAB Digital Innovation environment: Agile conceptual models to bridge business value with Digital and Physical Twins for Product-Service Systems development	48
A novel framework for low-contrast and random multi-scale blade casting defect detection by an adaptive global dynamic detection transformer	47
Toward Zero Defect Manufacturing with the support of Artificial Intelligence—Insights from an industrial application	47
Integration of TLS-derived Bridge Information Modeling (BrIM) with a Decision Support System (DSS) for digital twinning and asset management of bridge infrastructures	46
Supporting business process variability through declarative process families	45
Integrating NLP and context-free grammar for complex rule interpretation towards automated compliance checking	45
Process mining beyond workflows	44
Editorial Board	44
Designing physical systems through a model-based synthesis approach. Example of a Li-ion battery for electrical vehicles	43
Operational process monitoring: An object-centric approach	43
Evaluating the noise tolerance of Cloud NLP services across Amazon, Microsoft, and Google	43
Generation of material handling system alternatives: A constraints satisfaction problem approach	43
A hierarchical Bayesian regression framework for enabling online reliability estimation and condition-based maintenance through accelerated testing	42
Monte Carlo Tree Search for online decision making in smart industrial production	42
A reliable and ensemble forecasting model for slow-moving and repairable spare parts: Data mining approach	41
Full-cycle data purification strategy for multi-type weld seam classification with few-shot learning	41
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	39
Empirical mode reconstruction: Preserving intrinsic components in data augmentation for intelligent fault diagnosis of civil aviation hydraulic pumps	39
Few-shot semantic segmentation for industrial defect recognition	39

A comparative study of Augmented Reality rendering techniques for industrial assembly inspection	39
Prediction of obsolescence degree as a function of time: A mathematical formulation	38
Question answering models for human–machine interaction in the manufacturing industry	38
Model-based data integration along the product & service life cycle supported by digital twinning	38
Semi-automatic representation of design code based on knowledge graph for automated compliance checking	38
An adaptive image enhancement approach for safety monitoring robot under insufficient illumination condition	38
Smart contract swarm and multi-branch structure for secure and efficient BIM versioning in blockchain-aided common data environment	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
PLM data transformation: A mesoscopic scale perspective and an industrial case study	37
Editorial Board	37
Real-time layer height estimation during multi-layer directed energy deposition using domain adaptive neural networks	36
A generic interface and a framework designed for industrial metrology integration for the Internet of Things	36
Digital Twin Stakeholder Communication: Characteristics, Challenges, and Best Practices	35
Advancing photovoltaic system design: An enhanced social learning swarm optimizer with guaranteed stability	35
A VGGNet-like approach for classifying and segmenting coal dust particles with overlapping regions	35
Application of MES/MOM for Industry 4.0 supply chains: A cross-case analysis	35
Prior knowledge embedding convolutional autoencoder: A single-source domain generalized fault diagnosis framework under small samples	35
Automated digital twin generation of manufacturing systems with complex material flows: graph model completion	34
The quiet revolution in machine vision - a state-of-the-art survey paper, including historical review, perspectives, and future directions	34
Augmented reality-computer vision combination for automatic fatigue crack detection and localization	34
Sensory augmentation for subsea robot teleoperation	34
Predictive modeling of quality characteristics – A case study with the casting industry	33
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)	33
TDAD: Self-supervised industrial anomaly detection with a two-stage diffusion model	33
Ensemble of convolutional neural networks based on an evolutionary algorithm applied to an industrial welding process	32
Multi-step attack detection in industrial control systems using causal analysis	32
Mapping the hot stamping process through developing distinctive digital characteristics	32
Editorial Board	32
Industrial safety management in the digital era: Constructing a knowledge graph from near misses	32
Customization of incentive mechanisms based on product life-cycle phases for an efficient product-service supply chain coordination	32
Interpretable deep learning approach for tool wear monitoring in high-speed milling	31
Deep CNN-based visual defect detection: Survey of current literature	31
Advancing zero defect manufacturing: A state-of-the-art perspective and future research directions	31
A decentralised approach to cyber-physical systems as a service: Managing shared access worldwide through blockchain standards	31
AYOLOv3-Tiny: An improved convolutional neural network architecture for real-time defect detection of PAD light guide plates	30
A lightweight and accurate recognition framework for signs of X-ray weld images	30
Simulating dynamic RUL based CBM scheduling. A case study in the railway sector	29
Impact of generative artificial intelligence models on the performance of citizen data scientists in retail firms	29
A novel agile ontology engineering methodology for supporting organizations in collaborative ontology development	29
Improving aircraft conceptual design through parametric CAD modellers – A case study for thermal analysis of aircraft systems	29
Assessing user performance in augmented reality assembly guidance for industry 4.0 operators	28
Dual channel visible graph convolutional neural network for microleakage monitoring of pipeline weld homalographic cracks	28
An immersive spatially consistent multi-modal augmented virtuality human-machine interface for telerobotic systems	28
Predictive analysis-based sustainable waste management in smart cities using IoT edge computing and blockchain technology	28
A novel graph-based missing values imputation method for industrial lubricant data	27
A high-precision detection method for coated fuel particles based on improved faster region-based convolutional neural network	27
3D scanning method for robotized inspection of industrial sealed parts	27
A blockchain-based framework for trusted quality data sharing towards zero-defect manufacturing	27
A survey on machine learning based analysis of heterogeneous data in industrial automation	27
Model-based engineering for designing cyber-physical systems from product specifications	27
Industry 4.0 and potential for reshoring: A typology of technology profiles of manufacturing firms	26
E-fulfillment cost management in omnichannel retailing: An exploratory study	26
Reinforcement learning based trustworthy recommendation model for digital twin-driven decision-support in manufacturing systems	26
An efficient firefighting method for robotics: A novel convolution-based lightweight network model guided by contextual features with dual attention	26
Editorial Board	26
SmartPatch: A patch prioritization framework	26
Requirements for the application of the Digital Twin Paradigm to offshore wind turbine structures for uncertain fatigue analysis	26
Information security and value creation: The performance implications of ISO/IEC 27001	26
A knowledge recommendation approach in design for multi-material 4D printing based on semantic similarity vector space model and case-based reasoning	25
An evaluation of agile Ontology Engineering Methodologies for the digital transformation of companies	25
On the application of extended reality technologies for the evaluation of product characteristics during the initial stages of the product development process	25
A digital twin system for centrifugal pump fault diagnosis driven by transfer learning based on graph convolutional neural networks	25
Detecting coagulation time in cheese making by means of computer vision and machine learning techniques	25
The role of interoperability dimensions in building information modelling	25
Editorial Board	24
Multicriteria decision-making method for scheduling problem based on smart batches and their quality prediction capability	24
A new hazard event classification model via deep learning and multifractal	24
Editorial Board	24
Utilizing domain knowledge in data-driven process discovery: A literature review	24
Design representation as semantic networks	24
Online validation of digital twins for manufacturing systems	24
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	24
A railway track reconstruction method using robotic vision on a mobile manipulator: A proposed strategy	24
Dynamic obstacle avoidance control based on a novel dynamic window approach for agricultural robots	23
Self-supervised representation learning anomaly detection methodology based on boosting algorithms enhanced by data augmentation using StyleGAN for manufacturing imbalanced data	23
Full-field deformation measurement of structural nodes based on panoramic camera and deep learning-based tracking method	23
Extended realities and discrete events simulations: A systematic review to define design trade-offs and directions	23
Data-driven failure mode and effect analysis (FMEA) to enhance maintenance planning	23
A core reference ontology for steelmaking process knowledge modelling and information management	23
Deep attention SMOTE: Data augmentation with a learnable interpolation factor for imbalanced anomaly detection of gas turbines	23

Deep learning based system for garment visual degradation prediction for longevity	23
Fabric defect classification using prototypical network of few-shot learning algorithm	23
Literature review and methodological framework for integration of IoT and PLM in manufacturing industry	23
An industrial agent-based customizable platform for I4.0 manufacturing systems	23
Obituary	22
Editorial Board	22
Data-driven and autonomous manufacturing control in cyber-physical production systems	22
A framework for Seveso-compliant cyber-physical security testing in sensitive industrial plants	22
Editorial Board	22
A blockchain-enabled deep residual architecture for accountable, in-situ quality control in industry 4.0 with minimal latency	22
Ambient and wearable system for workers’ stress evaluation	22
Model-driven engineering to ensure automotive embedded software safety. Methodological proposal and case study	22
FCSNet: A quantitative explanation method for surface scratch defects during belt grinding based on deep learning	22
A user-centric computer-aided verification process in a virtuality-reality continuum	21
Data-driven value creation in Smart Product-Service System design: State-of-the-art and research directions	21
Human-centric zero-defect manufacturing: State-of-the-art review, perspectives, and challenges	21
Towards Zero Defect Manufacturing paradigm: A review of the state-of-the-art methods and open challenges	21
Improving efficiency and security of IIoT communications using in-network validation of server certificate	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
A deep reinforcement learning approach for online and concurrent 3D bin packing optimisation with bin replacement strategies	21
Multi-view expressive graph neural networks for 3D CAD model classification	21
Demystifying the digital transition of remanufacturing: A systematic review of literature	20
Editorial Board	20
Computational framework for real-time diagnostics and prognostics of aircraft actuation systems	20
Examining the effect of locomotion techniques on virtual prototype assessment: Gaze analysis using a Head-Mounted Display	20
Digital technologies to support lifecycle management of smart product-service solutions	19
Development and validation of a digital twin framework for SMT manufacturing	19
Towards fully BIM-enabled building automation and robotics: A perspective of lifecycle information flow	19
A universal transfer network for machinery fault diagnosis	19
Editorial Board	19
Blockchain supported BIM data provenance for construction projects	19
Developing a BIM-enabled robotic manufacturing framework to facilitate mass customization of prefabricated buildings	19
An evaluation and annotation methodology for product category matching in e-commerce	19
Analyzing content of tasks in Business Process Management. Blending task execution and organization perspectives	19
A Metamodel for Designing Assessment Models to support transition of production systems towards Industry 5.0	19
Deep learning based hierarchical classifier for weapon stock aesthetic quality control assessment	18
A survey on anomaly detection for technical systems using LSTM networks	18
Augmented reality for industrial quality inspection: An experiment assessing task performance and human factors	18
Reinforcement learning for disassembly sequence planning optimization	18
BIM-CAREM: Assessing the BIM capabilities of design, construction and facilities management processes in the construction industry	18
Deep learning-based visual control assistant for assembly in Industry 4.0	18
Reactive synthesis of software robots in RPA from user interface logs	18
A novel anomaly detection method for magnetic flux leakage signals via a feature-based unsupervised detection network	18
Methods for improving the availability of spot instances: A survey	18
ENIGMA: An explainable digital twin security solution for cyber–physical systems	18
A robotic skill transfer learning framework of dynamic manipulation for fabric placement	17
Domain ontology to integrate building-integrated photovoltaic, battery energy storage, and building energy flexibility information for explicable operation and maintenance	17
Time domain graph-based anomaly detection approach applied to a real industrial problem	17
Retrospective quality by design r(QbD) for lactose production using historical process data and design of experiments	17
Integrating complex asset health modelling techniques with continuous time simulation modelling: A practical tool for maintenance and capital investments analysis	17
A flexible communication stack design for improved software development on industrial testbeds and simulators	17
An improved stacking ensemble learning model for predicting the effect of lattice structure defects on yield stress	17
Acoustic signal-based wear monitoring for belt grinding tools with pyramid-structured abrasives using BO-KELM	17
Dealing with missing usage data in defect prediction: A case study of a welding supplier	17
Machine learning and multiresolution decomposition for embedded applications to detect short-circuit in induction motors	17
Learning 3D human–object interaction graphs from transferable context knowledge for construction monitoring	17
Context-awareness for the design of Smart-product service systems: Literature review	16
Developing a data-driven technology roadmapping method using generative adversarial network (GAN)	16
Designing solutions with the product-service systems digital twin: What is now and what is next?	16
A collaborative network of digital twins for anomaly detection applications of complex systems. Snitch Digital Twin concept	16
Aircraft visual inspection: A systematic literature review	16
Decision fusion for reliable fault classification in energy-intensive process industries	16
Smart already at design time – Pattern-based smart service innovation in manufacturing	16
Semantic knowledge-driven A-GASeq: A dynamic graph learning approach for assembly sequence optimization	16
LAD-Net: A lightweight welding defect surface non-destructive detection algorithm based on the attention mechanism	16
Exploiting knowledge graphs in industrial products and services: A survey of key aspects, challenges, and future perspectives	16
Harmonising and integrating the Digital Twins multiverse: A paradigm and a toolset proposal	16
Identification of emerging business areas for business opportunity analysis: An approach based on language model and local outlier factor	16
Enhanced detection of unknown defect patterns on wafer bin maps based on an open-set recognition approach	15
An approach for adaptive filtering with reinforcement learning for multi-sensor fusion in condition monitoring of gearboxes	15
Development of taxonomy for classifying defect patterns on wafer bin map using Bin2Vec and clustering methods	15
A catalogue of digital solution areas for prioritising the needs of manufacturing SMEs	15
Enabling Building Information Model-driven human-robot collaborative construction workflows with closed-loop digital twins	15
An asset-backed decentralised finance instrument for food supply chains – A case study from the livestock export industry	15
Sustainable building design: Analysing the feasibility of BIM platforms to support practical building sustainability assessment	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
Utilizing safety rule correlation for mobile scaffolds monitoring leveraging deep convolution neural networks	15
Machine learning approach to analyze the status of forklift vehicles with irregular movement in a shipyard	15
Data quality issues in production planning and control – Linkages to smart PPC	15
Decision-support model to select spare parts suitable for additive manufacturing	15
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
Zero Defect Manufacturing ontology: A preliminary version based on standardized terms	14
Editorial Board	14
Fusing multichannel autoencoders with dynamic global loss for self-supervised fault diagnosis	14
Towards the adoption of virtual reality training systems for the self-tuition of industrial robot operators: A case study at KUKA	14
A self-supervised leak detection method for natural gas gathering pipelines considering unlabeled multi-class non-leak data	14
Lossless compression of industrial time series with direct access	14
The minimal AR authoring approach: Validation in a real assembly scenario	14
Mixed supervision for surface-defect detection: From weakly to fully supervised learning	14
Integrated process safety and process security risk assessment of industrial cyber-physical systems in chemical plants	14
Parametrization of a demand-driven operating model using reinforcement learning	14