Journal of Intelligent Manufacturing

Article	Citations
Structured stacked autoencoder with knowledge sharing for quality-related fault detection based on HSIC sparsity block division	279
Optimization of buffer design for mixed-model sequential production line based on simulation and reinforcement learning	247
CENet: improve counting performance of X-ray surface mounted chip counter via scale favor and cell extraction	200
Surface reconstruction of glass bottles using neural implicit representations for manufacturing system	176
A predictive modelling strategy for warpage and shrinkage defects in plastic injection molding using fuzzy logic and pattern search optimization	167
Digital Twin and web services for robotic deburring in intelligent manufacturing	159
From framework to industrial implementation: the digital twin in process planning	153
Reverse engineering for programmable logic controller structure estimation via white box networks	123
Switch ON/OFF learning of one-dimensional convolutional neural network and one-dimensional generative adversarial network for fault detection	113
A normal weld recognition method for time-of-flight diffraction detection based on generative adversarial network	107
Variability-enhanced knowledge-based engineering (VEN) for reconfigurable molds	95
Machine learning-based non-destructive method for identifying defect causes in OLED displays to enhance productivity	94
Assessing quality risk scores using explainable artificial intelligence for advanced vision inspection	93
Detection and localization system for surface defects of automotive forgings based on machine vision	90
Random convolution layer: an auxiliary method to improve fault diagnosis performance	84
Automated neural network generation for industrial datasets, application to laser powder bed fusion	83
The multisensor information fusion-based deep learning model for equipment health monitor integrating subject matter expert knowledge	81
Blockchain-based intelligent equipment assessment in manufacturing industry	80
Imbalanced fault diagnosis based on semi-supervised ensemble learning	74
Warpage detection in 3D printing of polymer parts: a deep learning approach	58
A digital twin-assisted deep transfer learning method towards intelligent thermal error modeling of electric spindles	57
Real-time monitoring of molten zinc splatter using machine learning-based computer vision	55
Digital twin for product versus project lifecycles’ development in manufacturing and construction industries	55
Dta-qc: an AI-driven framework for adaptive quality control and intelligent test optimization in 5 G manufacturing	54
WeldNet: a multimodal deep learning framework with validated synthetic augmentation for resistance spot weld quality assessment	51

Federated learning-based collaborative manufacturing for complex parts	51
AI agent-driven process automation for dynamic production efficiency and intelligent equipment integration	51
Stable pushing in narrow passage environment using a modified hybrid A* algorithm	49
A dynamic surface roughness prediction system based on machine learning for the 3D-printed carbon-fiber-reinforced-polymer (CFRP) turning	49
Machining tool identification utilizing temporal 3D point clouds	49
Motion stage precision prediction for photonic integrated circuit assembly	49
Cross-scene object relationship-driven object detection for flexible printed circuit production	48
Developing an artificial neural network controller for accelerating the hot deformation of the titanium aluminide TNM-B1 using reinforcement learning and finite element simulations	47
Combining human guidance and structured task execution during physical human–robot collaboration	47
Machining accuracy prediction and adaptive compensation method of CNC machine tool under absence of machining process sensing	43
Intelligent hierarchical compensation method for industrial robot positioning error based on compound branch neural network automatic creation	43
Machine-learning-driven synergistic optimization of multi-objective mechanical properties in steel materials	43
A chip inspection system based on a multiscale subarea attention network	43
Explainable neural network for time series-based condition monitoring in sheet metal shearing	43
Reinforcement learning for sustainability enhancement of production lines	42
Nash equilibrium as a tool for the Car Sequencing Problem 4.0	41
Enhancing robustness to novel visual defects through StyleGAN latent space navigation: a manufacturing use case	40
Bridging Physics and Data in Metal Powder Bed Fusion with Scientific Machine Learning	40
Remaining useful lifetime prediction for milling blades using a fused data prediction model (FDPM)	39
Tool wear state monitoring for smart machining: A deep learning method with embedded physical knowledge	39
Design patterns of deep reinforcement learning models for job shop scheduling problems	39
Generative AI in industrial machine vision: a review	38
Machine-learning based process monitoring for automated composites manufacturing	38
Research advances in multimodal sensing and closed-loop control technology in laser powder bed fusion process based on deep learning	38
Joint distribution domain adaptation: a novel meta-learning framework for cross-domain few-shot fault diagnosis	37
Analysis of the performance of LSTM-DNN models with the consideration of signal complexity in milling processes	37
Stability modeling for chatter avoidance in self-aware machining: an application of physics-guided machine learning	36
Adaptive multi-scale threshold with time-gated evaluation for real-time Fault detection in non-stationary and high-dynamic industrial cyber-physical systems	36
Real-time detection of blade surface defects based on the improved RT-DETR	36
Mitigating manufacturing defects in laser-powder bed fusion: a design-led compensation framework for truss-based metallic lattices	36
MobileViT-SLM: real-time edge-deployable CNN–transformer hybrid for fine-grained scan line defect classification in additive manufacturing	35
Surface defect detection method for air rudder based on positive samples	35
Vision-centric 3D point cloud technique and custom gripper process for parcel depalletisation	35
Digital twin-driven real-time suppression of delamination damage in CFRP drilling	35
Image-based identification of optical quality and functional properties in inkjet-printed electronics using machine learning	35
Enhancing weld line visibility prediction in injection molding using physics-informed neural networks	35
Real-time penetration depth prediction via physics-informed learning from molten pool surface morphology in laser filler wire welding	35
Attention-driven transfer learning framework for dynamic model guided time domain chatter detection	35
A scientometric review of digital twin in 3G to 6G networks: industry applications and trends	35
A new characterization method for rapid prediction of recrystallization damage in single crystal superalloys considering plastic deformation	35
Dual Siamese neural network for discriminative tool-wear feature learning: a metric-learning approach	34
A nesting optimization method based on digital contour similarity matching for additive manufacturing	34
Comparative analysis of different machine vision algorithms for tool wear measurement during machining	34
HA$$R^{2}$$bot: a human-centered augmented reality robot programming method with the awareness of cognitive load	34
Use of optical sensors and artificial neural networks for precision measurement and fault detection in metallurgical environments	33
Digital twin for flatness control of cold-rolled copper strip and mechanistic model of work roll multi-zone cooling	33
Welding defects recognition based on DCP-MobileViT network	33
Research on flexible job shop scheduling problem with AGV using double DQN	33
Federated predictive maintenance with NASA BP930 satellite battery in industry 5.0	33
DHCEN-DTC: an ensemble learning approach for small-feature recognition in machining process classification	33

Perspectives and prospects on embodied intelligence-empowered smart manufacturing	33
Online tool condition monitoring in micromilling using LSTM	33
MeltpoolINR: predicting temperature field, melt pool geometry and their rate of change in laser powder bed fusion	32
A universal predictor-based machine learning model for optimal process maps in laser powder bed fusion process	31
Energy-efficient tool path generation and expansion optimisation for five-axis flank milling with meta-reinforcement learning	31
Experience from implementing digital twins for maintenance in industrial processes	31
Interpretable data-driven framework for life prediction of homogenous lead-free solder joints in ball grid array packages	30
Knowledge-driven safety risk assessment for dismantling decommissioned power batteries	30
A systematic multi-layer cognitive model for intelligent machine tool	30
A spatio-temporal fault diagnosis method based on STF-DBN for reciprocating compressor	30
Powder bed monitoring via digital image analysis in additive manufacturing	30
A digital twin system for thermal error compensation of numerical control machine tools based on multi-algorithm collaborative modeling	30
Smart nesting: estimating geometrical compatibility in the nesting problem using graph neural networks	29
Unknown-class recognition adversarial network for open set domain adaptation fault diagnosis of rotating machinery	29
Foreign objects detection using deep learning techniques for graphic card assembly line	29
Anticipatory analysis of AGV trajectory in a 5G network using machine learning	29
A digital shadow framework using distributed system concepts	29
Steel ball surface inspection using modified DRAEM and machine vision	29
Development of a cyber physical production system framework for smart tool health management	29
Camera-based safety system for collaborative assembly	28
3DWS: reliable segmentation on intelligent welding systems with 3D convolutions	28
Layer-wise printing parameter optimization for laser powder bed fusion	28
Correction: Process data-driven machine learning for non-uniformity prediction and virtual metrology in chemical mechanical planarization	28
A novel joint segmentation approach for wafer surface defect classification based on blended network structure	28
Employing natural language processing to build a knowledge graph in the realm of additive manufacturing	28
Multi-source wafer map retrieval based on contrastive learning for root cause analysis in semiconductor manufacturing	27
Deep convolutional neural network object net model based cognitive digital twin for trust in human–robot collaborative manufacturing	27
Equipment electrocardiogram (EECG): making intelligent production line more robust	27
Multi-layer process control in selective laser melting: a reinforcement learning approach	27
Sheet metal localization using deep learning and synthetic data	27
ReflowNet: ConvLSTM-based direct reflow oven recipe optimization framework	27
Intelligent G-code-based power prediction of ultra-precision CNC machine tools through 1DCNN-LSTM-Attention model	27
Technical language processing for Prognostics and Health Management: applying text similarity and topic modeling to maintenance work orders	26
A digital twin emulator for production performance prediction and optimization using multi-scale 1DCNN ensemble and surrogate models	26
Task allocation model for human-robot collaboration with variable cobot speed	26
A systematic online update method for reduced-order-model-based digital twin	26
Modeling spatial point processes in video-imaging via Ripley’s K-function: an application to spatter analysis in additive manufacturing	26
Physics-informed deep learning for surface defect detection on optical wedge plates: enhancing accuracy and generalization	26
A novel deep learning motivated data augmentation system based on defect segmentation requirements	26
A hybrid genetic algorithm for parallel machine scheduling with setup times	26
System and system-of-systems digital twins for predictive maintenance and root cause analysis	25
Deep learning based self-adaptive modeling of multimode continuous manufacturing processes and its application to rotary drying process	25
A novel 2.5D machining feature recognition method based on ray blanking algorithm	25
Correction to: Toward online layer-wise surface morphology measurement in additive manufacturing using a deep learning-based approach	25
Concept for the automated adaption of abstract planning domains for specific application cases in skills-based industrial robotics	24
Federated transfer learning for auxiliary classifier generative adversarial networks: framework and industrial application	24
Evaluation of the reliability of resistance spot welding control via on-line monitoring of dynamic resistance	24
Industrial vision inspection using digital twins: bridging CAD models and realistic scenarios	24
CNN and ensemble learning based wafer map failure pattern recognition based on local property based features	23
A novel unsupervised graph wavelet autoencoder for mechanical system fault detection	23
Self-supervised fusion of deep soft assignments for multi-view diagnosis of machine faults	23
Time–frequency constrained graph-level representation learning paradigm for real-time mechanical fault diagnosis	22
Online prediction of composite material drilling quality based on multi-sensor fusion	22
Smart classification method to detect irregular nozzle spray patterns inside carbon black reactor using ensemble transfer learning	22
A digital twin approach for weld penetration prediction of tig welding with dual ellipsoid heat source	22
Safe human–robot collaboration for industrial settings: a survey	22
Knowledge-embedded machine learning and its applications in smart manufacturing	22
Automatic model generation for material flow simulations of Third-Party Logistics	22
A digital solution for CPS-based machining path optimization for CNC systems	22
Exploring the synergy of human-robot teaming, digital twins, and machine learning in Industry 5.0: a step towards sustainable manufacturing	22
A deep learning solution for real-time quality assessment and control in additive manufacturing using point cloud data	22
An unsupervised defect detection model for a dry carbon fiber textile	22
Hierarchical multi-scale network for cross-scale visual defect detection	22
Enhanced modeling method of thermal behaviors in machine tool motorized spindles based on the mixture of thermal mechanism and machine learning	22
Workplace performance measurement: digitalization of work observation and analysis	21
DeepMachining: online prediction of machining errors of lathe machines	21
Bilateral matching for collaborative remanufacturing services based on multi-attribute preferences and mutual interactions	21
An end-to-end deep reinforcement learning method for dynamic flexible job shop scheduling problem considering multi-skilled worker constraints	21
Manufacturing process selection based on similarity search: incorporating non-shape information in shape descriptor comparison	21
Differential contrast guidance for aeroengine fault diagnosis with limited data	21
Image deep learning in fault diagnosis of mechanical equipment	20
Prediction of aircraft panel assembly deformation using a combined prediction model	20
Binocular vision and priori data based intelligent pose measurement method of large aerospace cylindrical components	20
Design of multi-modal feedback channel of human–robot cognitive interface for teleoperation in manufacturing	20
In-situ porosity prediction in metal powder bed fusion additive manufacturing using spectral emissions: a prior-guided machine learning approach	20
Development of a cascaded multitask physics-informed neural network (CM-PINN) to construct the muti-physical field model of rubber bushing press fitting	20
Global and local representation collaborative learning for few-shot learning	20
Correction to: Predicting the number of printed cells during inkjet-based bioprinting process based on droplet velocity profile using machine learning approaches	20
An unsupervised domain adaptation method for intelligent fault diagnosis based on target feature enhancement and feature-boundary alignment	20
Correction to: Smart scheduling of dynamic job shop based on discrete event simulation and deep reinforcement learning	20

Predicting the number of printed cells during inkjet-based bioprinting process based on droplet velocity profile using machine learning approaches	20
Robust-stable scheduling in dynamic flow shops based on deep reinforcement learning	20
Safe contextual Bayesian optimization integrated in industrial control for self-learning machines	20
Adaptive planning of human–robot collaborative disassembly for end-of-life lithium-ion batteries based on digital twin	20
Early fault diagnosis in rolling element bearings: comparative analysis of a knowledge-based and a data-driven approach	20
Real-time forging process control: integrating billet-related surrogate and machine behavior models	20
Analysis of models for IoT-driven predictive maintenance under constraints in the case of the biopharmaceutical industry	20
Mechanical property prediction of high-speed wire based on multi-modal deep network with multi-task learning	19
Enhancing obsolescence forecasting with deep generative data augmentation: a semi-supervised framework for low-data industrial applications	19
Root cause analysis of an out-of-control process using a logical analysis of data regression model and exponential weighted moving average	19
Adaptive multimodal fusion-driven reinforcement learning for robotic peg-in-hole assembly	19
Evaluation of data augmentation and loss functions in semantic image segmentation for drilling tool wear detection	19
Data–driven prediction and uncertainty quantification of process–structure–property relationships for additively manufactured continuous carbon fiber reinforced polymer composites	19
A high-precision in-situ monitoring system for laser directed energy deposition melt pool 3D morphology based on deep learning	19
Development of a surrogate model for high-fidelity laser powder-bed fusion using tensor train and gaussian process regression	19
Object detection for blind inspection of industrial products based on neural architecture search	19
RAMPSeg: A robust calibration-free image segmentation method for reliable melt pool analysis in laser powder bed fusion	19
A reference framework for the digital twin smart factory based on cloud-fog-edge computing collaboration	19
Machine learning approach to packaging compatibility testing in the new product development process	19
Measuring manufacturing system complexity: a literature review	19
An intelligent prediction method of surface residual stresses based on multi-source heterogeneous data	19
Towards label-free defect detection in additive manufacturing via dual-classifier semi-supervised learning for vision-language models	19
Boosting anomaly detection with unsupervised K-Means and SOM for energy-efficient factory machines	19
Horizontal accuracy prediction model of CNC machine tool using regression algorithm and multi-point load feedback	19
A real spatial–temporal attention denoising network for nugget quality detection in resistance spot weld	19
Spatiotemporal analysis of powder bed fusion melt pool monitoring videos using deep learning	19
AutoML-driven diagnostics of the feeder motor in fused filament fabrication machines from direct current signals	18
Harnessing of in situ processing data to predict mechanical properties of laser powder bed fusion AlSi10Mg	18
Cold spray-based secure and unique product identification with neural encoding: A full-stack framework for scalable authentication in manufacturing	18
A multisensory time-frequency features fusion method for rotating machinery fault diagnosis under nonstationary case	18
A review and classification of manufacturing ontologies	18
In-situ evaluation of hole quality and cutting tool condition in robotic drilling of composite materials using machine learning	18
KG4CUT: an ontology to facilitate cutting tool selection and interoperability	18
Synthetic data generation using finite element method to pre-train an image segmentation model for defect detection using infrared thermography	18
BCTMSSF: a blockchain consensus-based traceability method for supply chain in smart factory	18
Cross-domain fusion and embedded refinement-based 6D object pose tracking on textureless objects	18
Computer vision-enabled real-time job hazard analysis for safe human–robot collaboration in disassembly tasks	17
Deep learning and machine learning approaches for acoustic-based defect monitoring in wire arc direct energy deposition	17
Automatic high-frequency induction brazing through an ensembled detection with heterogenous sensor measurements	17
A multi-task effectiveness metric and an adaptive co-training method for enhancing learning performance with few samples	17
Explainable artificial intelligence and multi-stage transfer learning for injection molding quality prediction	17
Real-time in-situ defect detection via multi-modal classification of waveforms for wire arc additive manufacturing	17
Cyber-physical systems: a bibliometric analysis of literature	17
Generative adversarial networks and hessian locally linear embedding for geometric variations management in manufacturing	17
A robust optimization model for the supplier portfolio selection problem using a combination of artificial fish swarm algorithm and simulated annealing	17
A review of AI and machine learning applications in manufacturing processes	17
Collaborative automation in factories of the future: review and survey	17
Real-to-sim: automatic simulation model generation for a digital twin in semiconductor manufacturing	17
Deformation by design: data-driven approach to predict and modify deformation in thin Ti-6Al-4V sheets using laser peen forming	16
Relational network of innovation ecosystems generated by digital innovation hubs: a conceptual framework for the interaction processes of DIHs from the perspective of collaboration within and between	16
Investigation and machine learning-based prediction of parametric effects of single point incremental forming on pillow effect and wall profile of AlMn1Mg1 aluminum alloy sheets	16
Hyper-automation in manufacturing industry	16
High speed neuromorphic vision-based inspection of countersinks in automated manufacturing processes	16
Smart scheduling of dynamic job shop based on discrete event simulation and deep reinforcement learning	16
Collaborative optimization of manufacturing service allocation via multi-task transfer learning evolutionary approach	16
Investigation on eXtreme Gradient Boosting for cutting force prediction in milling	16
In-process prediction of weld penetration depth using machine learning-based molten pool extraction technique in tungsten arc welding	16
A dual-attention feature fusion network for imbalanced fault diagnosis with two-stream hybrid generated data	16
Human operator decision support for highly transient industrial processes: a reinforcement learning approach	15
A novel data augmentation method for few-shot industrial surface defect detection based on segment anything model adapter	15
A novel quality inspection method based on free-form surface digital twin model	15
An embedded TensorFlow lite model for classification of chip images with respect to chip morphology depending on varying feed	15
State-of-the-art review of neural network applications in pharmaceutical manufacturing: current state and future directions	15
Stacked encoded cascade error feedback deep extreme learning machine network for manufacturing order completion time	15
Optimal drawbead restraining force design with physical-artificial intelligence method	15
Discovering Granger causality with convolutional neural networks	15
Wafer map defect recognition based on multi-scale feature fusion and attention spatial pyramid pooling	15
Mechanism-fused Gaussian process regression model for tool-tip operational modes prediction in complex milling	15
CNN-BiLSTM-attention based synchronous prediction model for multi-stand rolling force and deformation resistance in cold rolling	15
Time series fault prediction via dual enhancement	15
Data-driven decision support for furnace loading in steel tempering: a machine learning approach based on industrial operations	15
Towards health monitoring of laser powder bed fusion using acoustic emissions: identify manufacturing parameters	15
A physics-informed AI methodology for Prognostics and Health Management of complex systems under low data constraints	15
Defining a feature-level digital twin process model by extracting machining features from MBD models for intelligent process planning	14
A multimodal fusion method for soldering quality online inspection	14
Intelligent factory layout design framework through collaboration between optimization, simulation, and digital twin	14
From knowledge-based to big data analytic model: a novel IoT and machine learning based decision support system for predictive maintenance in Industry 4.0	14
Three-dimensional fabric smoothness evaluation using point cloud data for enhanced quality control	14
CowSSL: contrastive open-world semi-supervised learning for wafer bin map	14
A cloud-edge-based digital twin architecture for cyber-physical shop floors: design principles, function analysis, and case study	14
A review of the application of functional data analysis methods in industrial intelligent systems	14
Human factors in cobot era: a review of modern production systems features	14
Optimizing operations of flexible assembly systems: demonstration of a digital twin concept with optimized planning and control, sensors and visualization	14
Event-triggered hierarchical learning control of air-breathing hypersonic vehicles with predefined-time convergence	14
Dynamic error control method for ADRE based on the error mechanism model	14
Machine learning-based multi-objective optimization framework for industrial black nickel electroplating	14
Deep reinforcement learning based approach for the search and engagement phase of the robotic screw unfastening process	14
Reinforcement learning approach for decision making in disassembly processes	14
An imbalanced data learning approach for tool wear monitoring based on data augmentation	14
Development of adaptive safety constraint by predicting trajectories of closest points between human and co-robot	14
KDACL: A knowledge-data fusion-driven method for interpretable anomaly causal chain construction in process industries using large language models	14
Trigonometric-based mechanisms hybridized African vulture optimization algorithm for multi-manned disassembly line balancing involving worker heterogeneity and collaboration	14
In-situ sensor monitoring of multi-class gas porosity formation in laser powder bed fusion using convolutional neural network	14
Manifold learning-assisted uncertainty quantification of system parameters in the fiber metal laminates hot forming process	14
Multi-agent cooperative swarm learning for dynamic layout optimisation of reconfigurable robotic assembly cells based on digital twin	14