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
Improved faster R-CNN for fabric defect detection based on Gabor filter with Genetic Algorithm optimization	122
Managing the barriers of Industry 4.0 adoption and implementation in textile and clothing industry: Interpretive structural model and triple helix framework	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
Blockchain-enabled cyber-physical smart modular integrated construction	70
SMEs and Industry 4.0: Two case studies of digitalization for a smoother integration	70
A survey on smart farming data, applications and techniques	69
A lightweight deep learning algorithm for inspection of laser welding defects on safety vent of power battery	64
Deep learning-based object detection in augmented reality: A systematic review	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
Light-weight federated learning-based anomaly detection for time-series data in industrial control systems	58
Business Process Management: The evolution of a discipline	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
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
Blockchain for energy sharing and trading in distributed prosumer communities	55
Technology enablers for the implementation of Industry 4.0 to traditional manufacturing sectors: A review	54
Data science for engineering design: State of the art and future directions	52
Towards Zero Defect Manufacturing paradigm: A review of the state-of-the-art methods and open challenges	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
Enterprise modelling: Research review and outlook	43
A Middleware Platform for Intelligent Automation: An Industrial Prototype Implementation	43
Data-driven value creation in Smart Product-Service System design: State-of-the-art and research directions	43
A digital twin approach for tunnel construction safety early warning and management	42
Pretrained domain-specific language model for natural language processing tasks in the AEC domain	41
Concept design evaluation by using Z-axiomatic design	41
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 ontology-based framework to formalize and represent 4D printing knowledge in design	40
An approach and decision support tool for forming Industry 4.0 supply chain collaborations	39
Deep CNN-based visual defect detection: Survey of current literature	38
Lean manufacturing and internet of things – A synergetic or antagonist relationship?	38
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
Towards situational aware cyber-physical systems: A security-enhancing use case of blockchain-based digital twins	37
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
Measuring the fourth industrial revolution through the Industry 4.0 lens: The relevance of resources, capabilities and the value chain	36
Ensemble of convolutional neural networks based on an evolutionary algorithm applied to an industrial welding process	35
CACDA: A knowledge graph for a context-aware cognitive design assistant	35
Pixel-level tunnel crack segmentation using a weakly supervised annotation approach	35
Using business process models for the specification of manufacturing operations	35
Aircraft visual inspection: A systematic literature review	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