Computers in Industry

Article	Citations
Digital twin paradigm: A systematic literature review	408
Digital Twin for maintenance: A literature review	348
Machine learning and reasoning for predictive maintenance in Industry 4.0: Current status and challenges	272
Blockchain in healthcare: A systematic literature review, synthesizing framework and future research agenda	266
A framework to achieve sustainability in manufacturing organisations of developing economies using industry 4.0 technologies’ enablers	201
A survey on anomaly detection for technical systems using LSTM networks	199
Fault detection and diagnosis for rotating machinery: A model based on convolutional LSTM, Fast Fourier and continuous wavelet transforms	194
Maintenance transformation through Industry 4.0 technologies: A systematic literature review	168
A double-layer attention based adversarial network for partial transfer learning in machinery fault diagnosis	150
Digital technologies in product-service systems: a literature review and a research agenda	149
Blockchain-enabled circular supply chain management: A system architecture for fast fashion	142
Mixed supervision for surface-defect detection: From weakly to fully supervised learning	136
Implementation of digital twins in the process industry: A systematic literature review of enablers and barriers	132
Managing the barriers of Industry 4.0 adoption and implementation in textile and clothing industry: Interpretive structural model and triple helix framework	122
Improved faster R-CNN for fabric defect detection based on Gabor filter with Genetic Algorithm optimization	122
An investigation into emerging industry 4.0 technologies as drivers of supply chain innovation in Australia	113
Cybersecurity awareness in the context of the Industrial Internet of Things: A systematic literature review	110
A framework for data-driven digital twins of smart manufacturing systems	109
Development of manufacturing execution systems in accordance with Industry 4.0 requirements: A review of standard- and ontology-based methodologies and tools	105
Advancing zero defect manufacturing: A state-of-the-art perspective and future research directions	104
Building information modeling (BIM)-based modular integrated construction risk management – Critical survey and future needs	97
Detecting cyberattacks using anomaly detection in industrial control systems: A Federated Learning approach	94
Two-layer Adaptive Blockchain-based Supervision model for off-site modular housing production	92
An Augmented Reality inspection tool to support workers in Industry 4.0 environments	91
Digital twin-enabled smart modular integrated construction system for on-site assembly	88

The quiet revolution in machine vision - a state-of-the-art survey paper, including historical review, perspectives, and future directions	88
A survey of machine-learning techniques for condition monitoring and predictive maintenance of bearings in grinding machines	84
Design of a reference architecture for developing smart warehouses in industry 4.0	83
Digital twins: An analysis framework and open issues	81
Linking permissioned blockchain to Internet of Things (IoT)-BIM platform for off-site production management in modular construction	80
Digital transformation capability maturity model enabling the assessment of industrial manufacturers	80
Autonomous, context-aware, adaptive Digital Twins—State of the art and roadmap	78
A review of vision-aided robotic welding	77
Exploiting knowledge graphs in industrial products and services: A survey of key aspects, challenges, and future perspectives	76
Digital interoperability in logistics and supply chain management: state-of-the-art and research avenues towards Physical Internet	76
Developing a personalized recommendation system in a smart product service system based on unsupervised learning model	74
Secure Intelligent Fuzzy Blockchain Framework: Effective Threat Detection in IoT Networks	72
SMEs and Industry 4.0: Two case studies of digitalization for a smoother integration	70
Blockchain-enabled cyber-physical smart modular integrated construction	70
A survey on smart farming data, applications and techniques	69
Deep learning-based object detection in augmented reality: A systematic review	64
A lightweight deep learning algorithm for inspection of laser welding defects on safety vent of power battery	64
Cas-VSwin transformer: A variant swin transformer for surface-defect detection	63
End-to-end industrial IoT platform for Quality 4.0 applications	62
Optimisation of the resource efficiency of food manufacturing via the Internet of Things	61
Systemic formalisation of Cyber-Physical-Social System (CPSS): A systematic literature review	59
Business Process Management: The evolution of a discipline	58
Light-weight federated learning-based anomaly detection for time-series data in industrial control systems	58
Data-driven failure mode and effect analysis (FMEA) to enhance maintenance planning	57
MYOLOv3-Tiny: A new convolutional neural network architecture for real-time detection of track fasteners	56
Blockchain for energy sharing and trading in distributed prosumer communities	55
A lightweight detector based on attention mechanism for aluminum strip surface defect detection	55
Big data analytics: Implementation challenges in Indian manufacturing supply chains	55
Technology enablers for the implementation of Industry 4.0 to traditional manufacturing sectors: A review	54
Towards Zero Defect Manufacturing paradigm: A review of the state-of-the-art methods and open challenges	52
Data science for engineering design: State of the art and future directions	52
Hybrid physics-informed neural networks for main bearing fatigue prognosis with visual grease inspection	51
Sustainable building design: Analysing the feasibility of BIM platforms to support practical building sustainability assessment	50
The biggest business process management problems to solve before we die	49
A digital twin hierarchy for metal additive manufacturing	48
Heterogeneous and dependable networks in industry – A survey	47
Blockchain supported BIM data provenance for construction projects	47
Utilizing safety rule correlation for mobile scaffolds monitoring leveraging deep convolution neural networks	47
Digital transformation of maritime logistics: Exploring trends in the liner shipping segment	46
Exploring the use of AR technology for co-creative product and packaging design	46
Threat modelling for industrial cyber physical systems in the era of smart manufacturing	45
The architectural design and implementation of a digital platform for Industry 4.0 SME collaboration	44
Data-driven value creation in Smart Product-Service System design: State-of-the-art and research directions	43
Enterprise modelling: Research review and outlook	43
A Middleware Platform for Intelligent Automation: An Industrial Prototype Implementation	43
A digital twin approach for tunnel construction safety early warning and management	42
Concept design evaluation by using Z-axiomatic design	41
Pretrained domain-specific language model for natural language processing tasks in the AEC domain	41
An ontology-based framework to formalize and represent 4D printing knowledge in design	40
Integrating NLP and context-free grammar for complex rule interpretation towards automated compliance checking	40

Designing solutions with the product-service systems digital twin: What is now and what is next?	40
An approach and decision support tool for forming Industry 4.0 supply chain collaborations	39
Lean manufacturing and internet of things – A synergetic or antagonist relationship?	38
Deep CNN-based visual defect detection: Survey of current literature	38
Towards situational aware cyber-physical systems: A security-enhancing use case of blockchain-based digital twins	37
Human-centric zero-defect manufacturing: State-of-the-art review, perspectives, and challenges	37
Reinforcement learning for industrial process control: A case study in flatness control in steel industry	37
Measuring the fourth industrial revolution through the Industry 4.0 lens: The relevance of resources, capabilities and the value chain	36
A deep reinforcement learning based multi-criteria decision support system for optimizing textile chemical process	36
Technical Sentiment Analysis. Measuring Advantages and Drawbacks of New Products Using Social Media	36
Aircraft visual inspection: A systematic literature review	35
CACDA: A knowledge graph for a context-aware cognitive design assistant	35
Ensemble of convolutional neural networks based on an evolutionary algorithm applied to an industrial welding process	35
Using business process models for the specification of manufacturing operations	35
Pixel-level tunnel crack segmentation using a weakly supervised annotation approach	35
Towards the adoption of virtual reality training systems for the self-tuition of industrial robot operators: A case study at KUKA	35
Context-awareness for the design of Smart-product service systems: Literature review	35
The Critical Success Factors for Robotic Process Automation	34
Waste management: A comprehensive state of the art about the rise of blockchain technology	34
Orchestrating product provenance story: When IOTA ecosystem meets electronics supply chain space	34
Towards fully BIM-enabled building automation and robotics: A perspective of lifecycle information flow	33
Stable and explainable deep learning damage prediction for prismatic cantilever steel beam	33
Deep-learning-based retrieval of piping component catalogs for plant 3D CAD model reconstruction	33
Coupling data-driven and model-based methods to improve fault diagnosis	33
Towards an adapted PHM approach: Data quality requirements methodology for fault detection applications	33
Conceptualizing customer value in data-driven services and smart PSS	33
Integrating BIM and Blockchain across construction lifecycle and supply chains	33
Multiple perspectives on analyzing risk factors in FMEA	33
A novel information processing method based on an ensemble of Auto-Encoders for unsupervised fault detection	32
Integrated and adaptive AR maintenance and shop-floor rescheduling	31
A spatial multi-resolution multi-objective data-driven ensemble model for multi-step air quality index forecasting based on real-time decomposition	31
Multiscale dynamic fusion prototypical cluster network for fault diagnosis of planetary gearbox under few labeled samples	31
From forest to finished products: The contribution of Industry 4.0 technologies to the wood sector	30
Interpretable deep learning approach for tool wear monitoring in high-speed milling	30
Empirical mode reconstruction: Preserving intrinsic components in data augmentation for intelligent fault diagnosis of civil aviation hydraulic pumps	30
A catalogue of digital solution areas for prioritising the needs of manufacturing SMEs	30
Utilizing domain knowledge in data-driven process discovery: A literature review	29
A stacking ensemble classifier with handcrafted and convolutional features for wafer map pattern classification	29
Deep learning-based visual control assistant for assembly in Industry 4.0	29
Building A blockchain-based decentralized digital asset management system for commercial aircraft leasing	29
Wearable and interactive mixed reality solutions for fault diagnosis and assistance in manufacturing systems: Implementation and testing in an aseptic bottling line	29
Synchromodal transportation planning using travel time information	28
WaferSegClassNet - A light-weight network for classification and segmentation of semiconductor wafer defects	28
A feature fusion enhanced multiscale CNN with attention mechanism for spot-welding surface appearance recognition	27
Online tool wear monitoring by super-resolution based machine vision	27
Chaos theory using density of maxima applied to the diagnosis of three-phase induction motor bearings failure by sound analysis	27
Circular production and maintenance of automotive parts: An Internet of Things (IoT) data framework and practice review	27
An accurate fuzzy measure-based detection method for various types of defects on strip steel surfaces	26
Patent infringement analysis using a text mining technique based on SAO structure	26
A cloud-based condition monitoring system for fault detection in rotating machines using PROFINET process data	26
A weakly-supervised approach for flower/fruit counting in apple orchards	26
Text mining tool for translating terms of contract into technical specifications: Development and application in the railway sector	25
A novel knowledge graph development for industry design: A case study on indirect coal liquefaction process	25
BIM-CAREM: Assessing the BIM capabilities of design, construction and facilities management processes in the construction industry	25
Zero Defect Manufacturing ontology: A preliminary version based on standardized terms	25
Using text mining to retrieve information about circular economy	25
The main trends for multi-tier supply chain in Industry 4.0 based on Natural Language Processing	24
Asynchronous industrial collaboration: How virtual reality and virtual tools aid the process of maintenance method development and documentation creation	24
Cognitive analytics platform with AI solutions for anomaly detection	24
Toward Zero Defect Manufacturing with the support of Artificial Intelligence—Insights from an industrial application	24
A collaborative network of digital twins for anomaly detection applications of complex systems. Snitch Digital Twin concept	24
Chisel edge wear measurement of high-speed steel twist drills based on machine vision	24
Integration of TLS-derived Bridge Information Modeling (BrIM) with a Decision Support System (DSS) for digital twinning and asset management of bridge infrastructures	24
Fabric defect classification using prototypical network of few-shot learning algorithm	24
Forecasting of iron ore sintering quality index: A latent variable method with deep inner structure	24
Multi-task learning of classification and denoising (MLCD) for noise-robust rotor system diagnosis	24
A flexible configuration method of distributed manufacturing resources in the context of social manufacturing	24
A generic interface and a framework designed for industrial metrology integration for the Internet of Things	23
The role of interoperability dimensions in building information modelling	23
AYOLOv3-Tiny: An improved convolutional neural network architecture for real-time defect detection of PAD light guide plates	23
An information architecture to enable track-and-trace capability in Physical Internet ports	23
Toward the industry 5.0 paradigm: Increasing value creation through the robust integration of humans and machines	23
Anomaly detection in smart agriculture systems	23
A survey on machine learning based analysis of heterogeneous data in industrial automation	23
A two-step machine learning approach for dynamic model selection: A case study on a micro milling process	22
Computational framework for real-time diagnostics and prognostics of aircraft actuation systems	22
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	22
Developing a framework for designing humanitarian blockchain projects	22
Towards the implementation of Industry 4.0: A methodology-based approach oriented to the customer life cycle	22
Literature review and methodological framework for integration of IoT and PLM in manufacturing industry	22

A blockchain-based framework for trusted quality data sharing towards zero-defect manufacturing	22
ENIGMA: An explainable digital twin security solution for cyber–physical systems	22
Model-based data integration along the product & service life cycle supported by digital twinning	22
The OMiLAB Digital Innovation environment: Agile conceptual models to bridge business value with Digital and Physical Twins for Product-Service Systems development	22
Enhancing Industry 4.0 standards interoperability via knowledge graphs with natural language processing	22
Towards a continuous certification of safety-critical avionics software	21
Immersive Virtual Reality for procedural training: Comparing traditional and learning by teaching approaches	21
Regional innovation capability from a technology-oriented perspective: An analysis at industry level	21
Impact of blockchain and distributed ledger technology for the management of the intellectual property life cycle: A multiple case study analysis	21
A computer vision based online quality control system for textile yarns	21
Requirements and design patterns for adaptive, autonomous, and context-aware digital twins in industry 4.0 digital factories	21
Planning for automatic product assembly using reinforcement learning	21
Domain Adversarial Neural Network Regression to design transferable soft sensor in a power plant	21
Development of an immersive SLAM-based VR system for teleoperation of a mobile manipulator in an unknown environment	21
Toward a sustainable educational engineer archetype through Industry 4.0	20
Sensory augmentation for subsea robot teleoperation	20
Anomaly detection method based on the deep knowledge behind behavior patterns in industrial components. Application to a hydropower plant	20
Optimizing fused deposition modelling parameters based on the design for additive manufacturing to enhance product sustainability	20
Combining deep learning with knowledge graph for macro process planning	20
Demystifying the digital transition of remanufacturing: A systematic review of literature	19
Application of the Digital Twin for in process monitoring of the micro injection moulding process quality	19
Extraction of dimension requirements from engineering drawings for supporting quality control in production processes	19
A design framework for a system of digital twins and services	19
A global survey on the current state of practice in Zero Defect Manufacturing and its impact on production performance	19
Maintenance concepts evolution: a comparative review towards Advanced Maintenance conceptualization	19
Industrial anomaly detection with domain shift: A real-world dataset and masked multi-scale reconstruction	19
MEET-LM: A method for embeddings evaluation for taxonomic data in the labour market	19
Parallel implementation of metaheuristics for optimizing tool path computation on CNC machining	19
Graph neural network-enabled manufacturing method classification from engineering drawings	18
MiniCrack: A simple but efficient convolutional neural network for pixel-level narrow crack detection	18
Evaluating the benefits of a computer-aided software engineering tool to develop and document product configuration systems	18
Designing CBM Plans, Based on Predictive Analytics and Big Data Tools, for Train Wheel Bearings	18
Modularization of smart product service: A framework integrating smart product service blueprint and weighted complex network	18
Harmonising and integrating the Digital Twins multiverse: A paradigm and a toolset proposal	18
OCRA – An ontology for collaborative robotics and adaptation	18
Mode division-based anomaly detection against integrity and availability attacks in industrial cyber-physical systems	18
Virtual sensors for erroneous data repair in manufacturing a machine learning pipeline	18
Optimization of fused deposition modeling process using a virus-evolutionary genetic algorithm	18
Multiple degradation mode analysis via gated recurrent unit mode recognizer and life predictors for complex equipment	18
A data-driven, comparative review of the academic literature and news media on blockchain-enabled supply chain management: Trends, gaps, and research needs	18
Smart contract swarm and multi-branch structure for secure and efficient BIM versioning in blockchain-aided common data environment	17
Data-driven fault detection process using correlation based clustering	17
Evaluation of deep unsupervised anomaly detection methods with a data-centric approach for on-line inspection	17
Managing cybersecurity risks of cyber-physical systems: The MARISMA-CPS pattern	17
A data model for collaborative manufacturing environments	17
A review of reference architectures for digital manufacturing: Classification, applicability and open issues	17
A railway track reconstruction method using robotic vision on a mobile manipulator: A proposed strategy	17
Deceiving AI-based malware detection through polymorphic attacks	17
Digital twin composition in smart manufacturing via Markov decision processes	17
A critical study of the existing issues in manufacturing maintenance systems: Can BIM fill the gap?	17
Empowering employees in industrial organizations with IoT in their daily operations	17
From technology enablers to circular economy: Data-driven understanding of the overview of servitization and product–service systems in Industry 4.0	16
A hybrid data-driven and mechanistic model soft sensor for estimating CO2 concentrations for a carbon capture pilot plant	16
Multi-source domain adaptation for quality control in retail food packaging	16
Designing complex manufacturing systems by virtual reality: A novel approach and its application to the virtual commissioning of a production line	16
In-situ or side-by-side? A user study on augmented reality maintenance instructions in blind areas	16
STEWART: STacking Ensemble for White-Box AdversaRial Attacks Towards more resilient data-driven predictive maintenance	16
An integrated framework for automatic ontology learning from unstructured repair text data for effective fault detection and isolation in automotive domain	16
An evaluation of agile Ontology Engineering Methodologies for the digital transformation of companies	16
Data-driven strategies for predictive maintenance: Lesson learned from an automotive use case	16
Predictability of mechanical behavior of additively manufactured particulate composites using machine learning and data-driven approaches	16
Reactive synthesis of software robots in RPA from user interface logs	15
Blockchain-enabled digital assets tokenization for cyber-physical traceability in E-commerce logistics financing	15
C-Ports: A proposal for a comprehensive standardization and implementation plan of digital services offered by the “Port of the Future”	15
Digital connectivity in an innovative joint distribution system with real-time demand update	15
In-situ fault detection for the spindle motor of CNC machines via multi-stage residual fusion convolution neural networks	15
A Wasserstein generative digital twin model in health monitoring of rotating machines	15
On the application of extended reality technologies for the evaluation of product characteristics during the initial stages of the product development process	15
Machine learning and multiresolution decomposition for embedded applications to detect short-circuit in induction motors	15
Analyzing the potential of virtual reality-supported training for industrial assembly tasks	15
Augmented reality-computer vision combination for automatic fatigue crack detection and localization	15
Patent-trademark linking framework for business competition analysis	15
Deep attention SMOTE: Data augmentation with a learnable interpolation factor for imbalanced anomaly detection of gas turbines	15
ICSSIM — A framework for building industrial control systems security testbeds	15
Fermentation 4.0, a case study on computer vision, soft sensor, connectivity, and control applied to the fermentation of a thraustochytrid	15
Trans-Lighter: A light-weight federated learning-based architecture for Remaining Useful Lifetime prediction	15
Industrial safety management in the digital era: Constructing a knowledge graph from near misses	15
Cost-efficient digital twins for design space exploration: A modular platform approach	15
Computer-aided process planning in immersive environments: A critical review	15
Fuzzy-inference-based decision-making method for the systematization of statistical process capability control	15
A decision-support tool for risk and complexity assessment and visualization in construction projects	15
Data-driven and autonomous manufacturing control in cyber-physical production systems	15
Smart already at design time – Pattern-based smart service innovation in manufacturing	15
A structure-function knowledge extraction method for bio-inspired design	15
Automatic machining feature recognition based on MBD and process semantics	14
Discovering new business opportunities with dependent semantic parsers	14
A method for degradation prediction based on Hidden semi-Markov models with mixture of Kernels	14
Interactive Process Automation based on lightweight object detection in manufacturing processes	14
Multicriteria decision-making method for scheduling problem based on smart batches and their quality prediction capability	14
A novel application of deep transfer learning with audio pre-trained models in pump audio fault detection	14
Vertical data continuity with lean edge analytics for industry 4.0 production	14
A core reference ontology for steelmaking process knowledge modelling and information management	14
An unsupervised approach for health index building and for similarity-based remaining useful life estimation	14
Digital interoperability and transformation in logistics and supply chain management: Editorial	14
An ontology for reasoning over engineering textual data stored in FMEA spreadsheet tables	14