OOIR: Observatory of International Research

Papers

(The TQCC of Computers in Industry is 26. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2022-01-01 to 2026-01-01.)

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
Learning human-process interaction in manual manufacturing job shops through indoor positioning systems	160
A comprehensive survey of image synthesis approaches for Deep Learning-based surface defect detection in manufacturing	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
Light-weight federated learning-based anomaly detection for time-series data in industrial control systems	101
Leveraging asymmetric price limits for financial stability in industrial applications: An agent-based model	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
EA-GAT: Event aware graph attention network on cyber-physical systems	71
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
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
Implementation of a scalable platform for real-time monitoring of machine tools	66
Immersive Virtual Reality for procedural training: Comparing traditional and learning by teaching approaches	66
Secure Intelligent Fuzzy Blockchain Framework: Effective Threat Detection in IoT Networks	65
Real-time detection of surface cracking defects for large-sized stamped parts	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
Unlocking inherent values of manufacturing metadata through digital characteristics (DC) alignment	53
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
ICSSIM — A framework for building industrial control systems security testbeds	52
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
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
Supporting business process variability through declarative process families	45
Human Digital Twins: A systematic literature review and concept disambiguation for industry 5.0	45
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
A reliable and ensemble forecasting model for slow-moving and repairable spare parts: Data mining approach	44
Editorial Board	44
A hierarchical Bayesian regression framework for enabling online reliability estimation and condition-based maintenance through accelerated testing	43
A sensor-integrated digital twin framework for molten pool monitoring of laser powder bed fusion	43
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
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
A comparative study of Augmented Reality rendering techniques for industrial assembly inspection	41
Model-based data integration along the product & service life cycle supported by digital twinning	41
A machine-learning based data-oriented pipeline for Prognosis and Health Management Systems	40
Few-shot semantic segmentation for industrial defect recognition	40
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
Editorial Board	39
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
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
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
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
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
Real-time layer height estimation during multi-layer directed energy deposition using domain adaptive neural networks	36
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
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
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
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
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
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 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 novel agile ontology engineering methodology for supporting organizations in collaborative ontology development	32
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
Predictive analysis-based sustainable waste management in smart cities using IoT edge computing and blockchain technology	31
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
Utilizing domain knowledge in data-driven process discovery: A literature review	30
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
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
Design representation as semantic networks	29
SmartPatch: A patch prioritization framework	29
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
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
Segmentation, correction, and classification of abnormal sensor data in mechanical engineering based on multi-task learning	27
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
Detecting coagulation time in cheese making by means of computer vision and machine learning techniques	26
An industrial agent-based customizable platform for I4.0 manufacturing systems	26
Editorial Board	26