Computers in Industry

Article	Citations
Real-time optimization for a Digital Twin of a robotic cell with human operators	528
Enhancing Industry 4.0 standards interoperability via knowledge graphs with natural language processing	251
Quality prediction for magnetic pulse crimping cable joints based on 3D vision and ensemble learning	183
Retraction Notice to: “Evaluation of the green supply chain management practices: A novel neutrosophic approach” [Computers in Industry. Vol. 108 C (2019) pp 210–220]	180
Retraction notice to “Knowledge-based deep belief network for machining roughness prediction and knowledge” [COMIND. Vol. 121 (2020) 103262]	177
Multi-step attack detection in industrial control systems using causal analysis	173
Edge intelligence-based proposal for onboard catenary stagger amplitude diagnosis	156
Editorial Board	137
MiniCrack: A simple but efficient convolutional neural network for pixel-level narrow crack detection	123
Multiple perspectives on analyzing risk factors in FMEA	115
Forecasting of iron ore sintering quality index: A latent variable method with deep inner structure	114
Learning human-process interaction in manual manufacturing job shops through indoor positioning systems	109
Cost-efficient digital twins for design space exploration: A modular platform approach	108
A systemic comparison between using augmented data and synthetic data as means of enhancing wafermap defect classification	108
Industrial safety management in the digital era: Constructing a knowledge graph from near misses	105
A similarity-assisted multi-fidelity approach to conceptual design space exploration	104
Hybrid intelligence in procurement: Disillusionment with AI’s superiority?	103
Selection framework of visualization methods in designing AR industrial task-support systems	100
MaMiNet: Memory-attended multi-inference network for surface-defect detection	96
Reactive synthesis of software robots in RPA from user interface logs	96
Challenges for data-driven design in early physical product design: A scientific and industrial perspective	92
Pixel-level tunnel crack segmentation using a weakly supervised annotation approach	90
Customization of incentive mechanisms based on product life-cycle phases for an efficient product-service supply chain coordination	90
BIM-CAREM: Assessing the BIM capabilities of design, construction and facilities management processes in the construction industry	89
Non-contact rPPG-based human status assessment via a spatial–temporal attention feature fusion network with anti-aliasing	82

An analytic hierarchy process augmented with expert rules for product driven control in cyber-physical manufacturing systems	80
An effective intrusion-resilient mechanism for programmable logic controllers against data tampering attacks	76
A blockchain-based deployment framework for protecting building design intellectual property rights in collaborative digital environments	76
A fair and scalable watermarking scheme for the digital content trading industry	75
Cybersecurity in the food and beverage industry: A reference framework	74
Anomaly based novel multi-source unsupervised transfer learning approach for carbon emission centric GDP prediction	70
Development and implementation of a roadmapping methodology to foster twin transition at manufacturing plant level	69
Designing production planning and control in smart manufacturing	69
Editorial Board	66
Editorial Board	65
Editorial Board	65
Editorial Board	64
Throughput analysis of conveyor systems involving multiple materials based on capability decomposition	62
Forecasting for lead-time period by temporal aggregation: Whether to combine and how	61
Editorial Board	61
Editorial Board	60
Agile digital machine development	58
Synthesized fault-tolerant supervisory controllers, with an application to a rotating bridge	57
A simple yet effective approach for log based critical errors prediction	56
Managing the use of simulation in systems engineering: An industrial state of practice and a prioritization method	56
Digitalization of maintenance activities in small and medium-sized enterprises: A conceptual framework	55
Deep learning-based digitalization of a part catalog book to generate part specification by a neutral reference data dictionary	55
Digital interoperability and transformation in logistics and supply chain management: Editorial	55
Semantic enrichment approach for low-level CAD models managed in PLM context: Literature review and research prospect	50
Data-driven strategies for predictive maintenance: Lesson learned from an automotive use case	48
i-Dataquest: A heterogeneous information retrieval tool using data graph for the manufacturing industry	47
Multi-granularity spatiotemporal object modelling of waterborne traffic elements	46
An ontology for reasoning over engineering textual data stored in FMEA spreadsheet tables	46
Advancing zero defect manufacturing: A state-of-the-art perspective and future research directions	46
Methods for improving the availability of spot instances: A survey	46
FedCPG: A class prototype guided personalized lightweight federated learning framework for cross-factory fault detection	45
Detecting visual anomalies in an industrial environment: Unsupervised methods put to the test on the AutoVI dataset	44
Semi-automated dataset creation for semantic and instance segmentation of industrial point clouds.	44
Remaining useful life prediction model of cross-domain rolling bearing via dynamic hybrid domain adaptation and attention contrastive learning	43
Process parameter effects estimation and surface quality prediction for selective laser melting empowered by Bayes optimized soft attention mechanism-enhanced transfer learning	42
Emergence of collective intelligence in industrial cyber-physical-social systems for collaborative task allocation and defect detection	42
Causal knowledge extraction from long text maintenance documents	42
A context-aware decision support system for selecting explainable artificial intelligence methods in business organizations	41
Mapping the hot stamping process through developing distinctive digital characteristics	41
Analyzing the potential of virtual reality-supported training for industrial assembly tasks	41
Deep hierarchical sorting networks for fault diagnosis of aero-engines	39
A novel anomaly detection method for magnetic flux leakage signals via a feature-based unsupervised detection network	39
A technical patent map construction method and system based on multi-dimensional technical feature extraction	39
Wearable and interactive mixed reality solutions for fault diagnosis and assistance in manufacturing systems: Implementation and testing in an aseptic bottling line	39
TDAD: Self-supervised industrial anomaly detection with a two-stage diffusion model	38
Deep learning-based visual control assistant for assembly in Industry 4.0	38
A Comparative Study of Handheld Augmented Reality Interaction Techniques for Developing AR Instructions using AR Authoring Tools	38
An image is worth 10,000 points: Neural network architectures and alternative log representations for lumber production prediction	37
Hybridizing humans and robots: An RPA horizon envisaged from the trenches	37
Improving device access efficiency using a device protocol matching model	37

A general optimization-based approach to the detection of real-time Ethernet traffic events	37
Deep learning characterization of surface defects in the selective laser melting process	37
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)	37
A novel application of deep transfer learning with audio pre-trained models in pump audio fault detection	37
Preventive maintenance for heterogeneous industrial vehicles with incomplete usage data	36
Business Process Management: The evolution of a discipline	36
Apple varieties and growth prediction with time series classification based on deep learning to impact the harvesting decisions	36
A feature identification method to explain anomalies in condition monitoring	36
Corrigendum to “Orchestrating product provenance story: When IOTA ecosystem meets electronics supply chain space” [Comput. Ind. 123 (December) (2020) 103334]	36
Using text mining to retrieve information about circular economy	35
Ensemble of convolutional neural networks based on an evolutionary algorithm applied to an industrial welding process	35
Waste management: A comprehensive state of the art about the rise of blockchain technology	35
Conceptualizing customer value in data-driven services and smart PSS	34
Digital interoperability in logistics and supply chain management: state-of-the-art and research avenues towards Physical Internet	34
Discovering data spaces: A classification of design options	34
AYOLOv3-Tiny: An improved convolutional neural network architecture for real-time defect detection of PAD light guide plates	34
Deep learning based hierarchical classifier for weapon stock aesthetic quality control assessment	34
Asynchronous industrial collaboration: How virtual reality and virtual tools aid the process of maintenance method development and documentation creation	33
Designing complex manufacturing systems by virtual reality: A novel approach and its application to the virtual commissioning of a production line	33
Interpretable deep learning approach for tool wear monitoring in high-speed milling	33
BIM-supported drone path planning for building exterior surface inspection	33
Product digital twins: An umbrella review and research agenda for understanding their value	33
Towards adaptive digital twins architecture	32
A survey on anomaly detection for technical systems using LSTM networks	31
Improved faster R-CNN for fabric defect detection based on Gabor filter with Genetic Algorithm optimization	31
Predictability of mechanical behavior of additively manufactured particulate composites using machine learning and data-driven approaches	31
Extraction of dimension requirements from engineering drawings for supporting quality control in production processes	31
Pretrained domain-specific language model for natural language processing tasks in the AEC domain	30
Different networks for different purposes: A network science perspective on collaboration and communication in an engineering design project	29
Editorial Board	29
Light-weight federated learning-based anomaly detection for time-series data in industrial control systems	29
Deep CNN-based visual defect detection: Survey of current literature	29
Knowledge-based digital twin system: Using a knowlege-driven approach for manufacturing process modeling	29
Towards live decision-making for service-based production: Integrated process planning and scheduling with Digital Twins and Deep-Q-Learning	29
Editorial Board	28
An interpretable machine learning approach for engineering change management decision support in automotive industry	28
Acoustic signal-based wear monitoring for belt grinding tools with pyramid-structured abrasives using BO-KELM	28
A lightweight and accurate recognition framework for signs of X-ray weld images	27
A high-accuracy intelligent fault diagnosis method for aero-engine bearings with limited samples	27
Domain ontology to integrate building-integrated photovoltaic, battery energy storage, and building energy flexibility information for explicable operation and maintenance	27
Model-based engineering for designing cyber-physical systems from product specifications	27
ProIDS: A Segmentation and Segregation-based Process-level Intrusion Detection System for Securing Critical Infrastructures	26
Editorial Board	26
When business processes meet complex events in logistics: A systematic mapping study	26
Editorial Board	26
Editorial Board	26
Integrating complex asset health modelling techniques with continuous time simulation modelling: A practical tool for maintenance and capital investments analysis	26
Learning industrial vehicles’ duty patterns: A real case	26
Video-based automatic people counting for public transport: On-bus versus off-bus deployment	25
A robotic skill transfer learning framework of dynamic manipulation for fabric placement	25
Dual channel visible graph convolutional neural network for microleakage monitoring of pipeline weld homalographic cracks	25
A high-precision detection method for coated fuel particles based on improved faster region-based convolutional neural network	25
Leveraging asymmetric price limits for financial stability in industrial applications: An agent-based model	25
BRepQL: Query language for searching topological elements in B-rep models	25
SMFM-based analogy retrieval tool for the conceptual design of innovative products	24
Towards an adapted PHM approach: Data quality requirements methodology for fault detection applications	24
A BIM-based framework for automated generation of fabrication drawings for façade panels	24
Meta-task interpolation-based data augmentation for imbalanced health status recognition of complex equipment	24
Resilience analysis of infrastructure systems in incremental design change	24
Label-based, Mini-batch Combinations Study for Convolutional Neural Network Based Fluid-film Bearing Rotor System Diagnosis	24
Retrospective quality by design r(QbD) for lactose production using historical process data and design of experiments	24
A blockchain-based framework for trusted quality data sharing towards zero-defect manufacturing	24
In-situ workpiece perception: A key to zero-defect manufacturing in Industry 4.0 compliant job shops	24
Improving aircraft conceptual design through parametric CAD modellers – A case study for thermal analysis of aircraft systems	24
Context-awareness for the design of Smart-product service systems: Literature review	23
Learning 3D human–object interaction graphs from transferable context knowledge for construction monitoring	23
Low-contrast X-ray image defect segmentation via a novel core-profile decomposition network	23
Regional innovation capability from a technology-oriented perspective: An analysis at industry level	23
A structure-function knowledge extraction method for bio-inspired design	23
End-to-end industrial IoT platform for Quality 4.0 applications	23
A flexible communication stack design for improved software development on industrial testbeds and simulators	23
Correlation-based feature extraction from computer-aided design, case study on curtain airbags design	22
D3 framework: An evidence-based data-driven design framework for new product service development	22
Risk knowledge modeling for offer definition in customer-supplier relationships in Engineer-To-Order situations	22
Time domain graph-based anomaly detection approach applied to a real industrial problem	22
3D scanning method for robotized inspection of industrial sealed parts	22
Exploiting knowledge graphs in industrial products and services: A survey of key aspects, challenges, and future perspectives	22
Simulating dynamic RUL based CBM scheduling. A case study in the railway sector	22
Harmonising and integrating the Digital Twins multiverse: A paradigm and a toolset proposal	22
A novel agile ontology engineering methodology for supporting organizations in collaborative ontology development	21

An unsupervised approach for health index building and for similarity-based remaining useful life estimation	21
Image2Triplets: A computer vision-based explicit relationship extraction framework for updating construction activity knowledge graphs	21
Dealing with missing usage data in defect prediction: A case study of a welding supplier	21
Industrial Resources in the design of Reconfigurable Manufacturing Systems for aerospace: A systematic literature review	21
A double-layer attention based adversarial network for partial transfer learning in machinery fault diagnosis	20
Improving information system design: Using UML and axiomatic design	20
Training of physics-informed Bayesian neural networks with ABC-SS for prognostic of Li-ion batteries	20
Graph neural network-enabled manufacturing method classification from engineering drawings	20
LAD-Net: A lightweight welding defect surface non-destructive detection algorithm based on the attention mechanism	20
Empowering employees in industrial organizations with IoT in their daily operations	20
A complex network-based approach for resilient and flexible design resource allocation in industry 5.0	20
A hybrid data-driven and mechanistic model soft sensor for estimating CO2 concentrations for a carbon capture pilot plant	20
An improved stacking ensemble learning model for predicting the effect of lattice structure defects on yield stress	20
Transformation from human-readable documents and archives in arc welding domain to machine-interpretable data	20
A CM&CP framework with a GIACC method and an ensemble model for remaining useful life prediction	19
A novel graph-based missing values imputation method for industrial lubricant data	19
OpenTwins: An open-source framework for the development of next-gen compositional digital twins	19
Data science for engineering design: State of the art and future directions	19
Machine learning and multiresolution decomposition for embedded applications to detect short-circuit in induction motors	19
An ontology-based method for knowledge reuse in the design for maintenance of complex products	19
Combining deep learning with knowledge graph for macro process planning	19
The Critical Success Factors for Robotic Process Automation	19
A framework for merging ontologies in the context of smart factories	19
Performance-driven closed-loop optimization and control for smart manufacturing processes in the cloud-edge-device collaborative architecture: A review and new perspectives	19
Assessing user performance in augmented reality assembly guidance for industry 4.0 operators	19
Aircraft visual inspection: A systematic literature review	18
Impact of generative artificial intelligence models on the performance of citizen data scientists in retail firms	18
Predictive analysis-based sustainable waste management in smart cities using IoT edge computing and blockchain technology	18
Smart already at design time – Pattern-based smart service innovation in manufacturing	18
A text mining approach to identifying sustainability in the private sector	18
Rapid quality control for recycled coarse aggregates (RCA) streams: Multi-sensor integration for advanced contaminant detection	18
A survey on machine learning based analysis of heterogeneous data in industrial automation	18
STEWART: STacking Ensemble for White-Box AdversaRial Attacks Towards more resilient data-driven predictive maintenance	18
An efficient firefighting method for robotics: A novel convolution-based lightweight network model guided by contextual features with dual attention	18
A Wasserstein generative digital twin model in health monitoring of rotating machines	18
Digital servitization of symbiotic service composition in product-service systems	18
Knowledge-Enhanced Spatiotemporal Analysis for Anomaly Detection in Process Manufacturing	18
A novel dimensional variational prototypical network for industrial few-shot fault diagnosis with unseen faults	18
Implementation of a scalable platform for real-time monitoring of machine tools	18
Virtual sensors for erroneous data repair in manufacturing a machine learning pipeline	18
Semantic knowledge-driven A-GASeq: A dynamic graph learning approach for assembly sequence optimization	17
Editorial Board	17
Fleet Profile: Using visual analytics to prospect logistic solutions in industrial vehicles fleet	17
Editorial Board	17
Editorial Board	16
A critical study of the existing issues in manufacturing maintenance systems: Can BIM fill the gap?	16
Editorial Board	16
A digital twin system for centrifugal pump fault diagnosis driven by transfer learning based on graph convolutional neural networks	16
Editorial Board	16
Editorial Board	16
Editorial Board	16
Multi-scale neighborhood query graph convolutional network for multi-defect location in CFRP laminates	15
Information security and value creation: The performance implications of ISO/IEC 27001	15
A collaborative network of digital twins for anomaly detection applications of complex systems. Snitch Digital Twin concept	15
The effects of cyber threats on maintenance outsourcing and age replacement policy	15
A new approach to 3D pattern-making for the apparel industry: Graphic coding-based localization	15
Evaluation of deep unsupervised anomaly detection methods with a data-centric approach for on-line inspection	15
Automated construction contract analysis for risk and responsibility assessment using natural language processing and machine learning	15
Advanced Prognosis methodology based on behavioral indicators and Chained Sequential Memory Neural Networks with a diesel engine application	15
A transformed-feature-space data augmentation method for defect segmentation	15
Combining natural language processing and multidimensional classifiers to predict and correct CMMS metadata	15
An evaluation of agile Ontology Engineering Methodologies for the digital transformation of companies	15
Decision fusion for reliable fault classification in energy-intensive process industries	15
E-fulfillment cost management in omnichannel retailing: An exploratory study	14
A knowledge recommendation approach in design for multi-material 4D printing based on semantic similarity vector space model and case-based reasoning	14
A data-driven, comparative review of the academic literature and news media on blockchain-enabled supply chain management: Trends, gaps, and research needs	14
A data-driven approach toward a machine- and system-level performance monitoring digital twin for production lines	14
A constraint redundancy elimination strategy to improve design reuse in parametric modeling	14
EA-GAT: Event aware graph attention network on cyber-physical systems	14
The role of interoperability dimensions in building information modelling	14
Editorial Board	14
Immersive Virtual Reality for procedural training: Comparing traditional and learning by teaching approaches	14
CyPhERS: A cyber-physical event reasoning system providing real-time situational awareness for attack and fault response	14
Coupling digital simulation and machine learning metamodel through an active learning approach in Industry 4.0 context	14
SmartPatch: A patch prioritization framework	14
A framework for multi-robot control in execution of a Swarm Production System	14
Enabling Building Information Model-driven human-robot collaborative construction workflows with closed-loop digital twins	14
A deep transfer learning model for online monitoring of surface roughness in milling with variable parameters	14
Automated corner grading of trading cards: Defect identification and confidence calibration through deep learning	13
A collaborative knowledge-based method for the interactive development of cabin systems in virtual reality	13
Simplexity testbed: A model-based digital twin testbed	13
Application of the Digital Twin for in process monitoring of the micro injection moulding process quality	13
Machine learning iterative filtering algorithm for field defect detection in the process stage	13
Multicriteria decision-making method for scheduling problem based on smart batches and their quality prediction capability	13
Toward the industry 5.0 paradigm: Increasing value creation through the robust integration of humans and machines	13
Fermentation 4.0, a case study on computer vision, soft sensor, connectivity, and control applied to the fermentation of a thraustochytrid	13
Incipient fault detection enhancement based on spatial-temporal multi-mode siamese feature contrast learning for industrial dynamic process	13
Developing a data-driven technology roadmapping method using generative adversarial network (GAN)	13
Editorial Board	13
Maintenance concepts evolution: a comparative review towards Advanced Maintenance conceptualization	13
Streamlining Assembly Instruction Design (S-AID): A comprehensive systematic framework	13
Real-time detection of surface cracking defects for large-sized stamped parts	13
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	13
Toward a reference terminology for product-service systems in the manufacturing domain	13
A novel information processing method based on an ensemble of Auto-Encoders for unsupervised fault detection	13