Journal of Intelligent Manufacturing

Article	Citations
Structured stacked autoencoder with knowledge sharing for quality-related fault detection based on HSIC sparsity block division	257
Optimization of buffer design for mixed-model sequential production line based on simulation and reinforcement learning	191
CENet: improve counting performance of X-ray surface mounted chip counter via scale favor and cell extraction	172
Surface reconstruction of glass bottles using neural implicit representations for manufacturing system	170
Switch ON/OFF learning of one-dimensional convolutional neural network and one-dimensional generative adversarial network for fault detection	154
A normal weld recognition method for time-of-flight diffraction detection based on generative adversarial network	120
Variability-enhanced knowledge-based engineering (VEN) for reconfigurable molds	112
Machine learning-based non-destructive method for identifying defect causes in OLED displays to enhance productivity	97
Assessing quality risk scores using explainable artificial intelligence for advanced vision inspection	95
Detection and localization system for surface defects of automotive forgings based on machine vision	95
Automated neural network generation for industrial datasets, application to laser powder bed fusion	86
The multisensor information fusion-based deep learning model for equipment health monitor integrating subject matter expert knowledge	85
From framework to industrial implementation: the digital twin in process planning	83
A predictive modelling strategy for warpage and shrinkage defects in plastic injection molding using fuzzy logic and pattern search optimization	77
Digital twin for product versus project lifecycles’ development in manufacturing and construction industries	63
Warpage detection in 3D printing of polymer parts: a deep learning approach	59
Imbalanced fault diagnosis based on semi-supervised ensemble learning	59
Blockchain-based intelligent equipment assessment in manufacturing industry	56
Reverse engineering for programmable logic controller structure estimation via white box networks	55
A digital twin-assisted deep transfer learning method towards intelligent thermal error modeling of electric spindles	54
Random convolution layer: an auxiliary method to improve fault diagnosis performance	53
Dta-qc: an AI-driven framework for adaptive quality control and intelligent test optimization in 5 G manufacturing	53
Real-time monitoring of molten zinc splatter using machine learning-based computer vision	53
AI agent-driven process automation for dynamic production efficiency and intelligent equipment integration	51
Federated learning-based collaborative manufacturing for complex parts	50

WeldNet: a multimodal deep learning framework with validated synthetic augmentation for resistance spot weld quality assessment	49
Stable pushing in narrow passage environment using a modified hybrid A* algorithm	48
Machining tool identification utilizing temporal 3D point clouds	45
A dynamic surface roughness prediction system based on machine learning for the 3D-printed carbon-fiber-reinforced-polymer (CFRP) turning	45
Research advances in multimodal sensing and closed-loop control technology in laser powder bed fusion process based on deep learning	45
Cross-scene object relationship-driven object detection for flexible printed circuit production	44
Joint distribution domain adaptation: a novel meta-learning framework for cross-domain few-shot fault diagnosis	44
Real-time detection of blade surface defects based on the improved RT-DETR	43
Analysis of the performance of LSTM-DNN models with the consideration of signal complexity in milling processes	42
Generative AI in industrial machine vision: a review	42
Machine-learning-driven synergistic optimization of multi-objective mechanical properties in steel materials	41
Mitigating manufacturing defects in laser-powder bed fusion: a design-led compensation framework for truss-based metallic lattices	41
Machining accuracy prediction and adaptive compensation method of CNC machine tool under absence of machining process sensing	41
Reinforcement learning for sustainability enhancement of production lines	40
Bridging Physics and Data in Metal Powder Bed Fusion with Scientific Machine Learning	39
Design patterns of deep reinforcement learning models for job shop scheduling problems	39
Nash equilibrium as a tool for the Car Sequencing Problem 4.0	39
Remaining useful lifetime prediction for milling blades using a fused data prediction model (FDPM)	39
Developing an artificial neural network controller for accelerating the hot deformation of the titanium aluminide TNM-B1 using reinforcement learning and finite element simulations	39
Enhancing robustness to novel visual defects through StyleGAN latent space navigation: a manufacturing use case	39
Tool wear state monitoring for smart machining: A deep learning method with embedded physical knowledge	39
Combining human guidance and structured task execution during physical human–robot collaboration	38
A chip inspection system based on a multiscale subarea attention network	38
Motion stage precision prediction for photonic integrated circuit assembly	37
Explainable neural network for time series-based condition monitoring in sheet metal shearing	37
Machine-learning based process monitoring for automated composites manufacturing	37
Intelligent hierarchical compensation method for industrial robot positioning error based on compound branch neural network automatic creation	37
Adaptive multi-scale threshold with time-gated evaluation for real-time Fault detection in non-stationary and high-dynamic industrial cyber-physical systems	37
Stability modeling for chatter avoidance in self-aware machining: an application of physics-guided machine learning	37
Surface defect detection method for air rudder based on positive samples	36
A universal predictor-based machine learning model for optimal process maps in laser powder bed fusion process	36
A scientometric review of digital twin in 3G to 6G networks: industry applications and trends	36
Real-time penetration depth prediction via physics-informed learning from molten pool surface morphology in laser filler wire welding	35
Prediction of CNC machining vibration signals based on conditional generative adversarial network	35
MobileViT-SLM: real-time edge-deployable CNN–transformer hybrid for fine-grained scan line defect classification in additive manufacturing	35
HA$$R^{2}$$bot: a human-centered augmented reality robot programming method with the awareness of cognitive load	35
Enhancing weld line visibility prediction in injection molding using physics-informed neural networks	34
A nesting optimization method based on digital contour similarity matching for additive manufacturing	34
Vision-centric 3D point cloud technique and custom gripper process for parcel depalletisation	34
Attention-driven transfer learning framework for dynamic model guided time domain chatter detection	34
A new characterization method for rapid prediction of recrystallization damage in single crystal superalloys considering plastic deformation	34
Dual Siamese neural network for discriminative tool-wear feature learning: a metric-learning approach	34
Digital twin for flatness control of cold-rolled copper strip and mechanistic model of work roll multi-zone cooling	33
Federated predictive maintenance with NASA BP930 satellite battery in industry 5.0	33
Welding defects recognition based on DCP-MobileViT network	33
Experience from implementing digital twins for maintenance in industrial processes	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
Image-based identification of optical quality and functional properties in inkjet-printed electronics using machine learning	32
Digital twin-driven real-time suppression of delamination damage in CFRP drilling	32

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

Analysis of models for IoT-driven predictive maintenance under constraints in the case of the biopharmaceutical industry	20
Harnessing of in situ processing data to predict mechanical properties of laser powder bed fusion AlSi10Mg	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
Boosting anomaly detection with unsupervised K-Means and SOM for energy-efficient factory machines	20
Early fault diagnosis in rolling element bearings: comparative analysis of a knowledge-based and a data-driven approach	20
Design of multi-modal feedback channel of human–robot cognitive interface for teleoperation in manufacturing	20
Mechanical property prediction of high-speed wire based on multi-modal deep network with multi-task learning	20
Enhancing obsolescence forecasting with deep generative data augmentation: a semi-supervised framework for low-data industrial applications	20
Data–driven prediction and uncertainty quantification of process–structure–property relationships for additively manufactured continuous carbon fiber reinforced polymer composites	20
Adaptive multimodal fusion-driven reinforcement learning for robotic peg-in-hole assembly	20
Object detection for blind inspection of industrial products based on neural architecture search	20
Safe contextual Bayesian optimization integrated in industrial control for self-learning machines	20
Predicting the number of printed cells during inkjet-based bioprinting process based on droplet velocity profile using machine learning approaches	20
Horizontal accuracy prediction model of CNC machine tool using regression algorithm and multi-point load feedback	20
Manifold-informed meta-learning for out-of-distribution detection and classification in small-scale industrial datasets	20
RAMPSeg: A robust calibration-free image segmentation method for reliable melt pool analysis in laser powder bed fusion	20
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
Synthetic data generation using finite element method to pre-train an image segmentation model for defect detection using infrared thermography	19
Spatiotemporal analysis of powder bed fusion melt pool monitoring videos using deep learning	19
Towards label-free defect detection in additive manufacturing via dual-classifier semi-supervised learning for vision-language models	19
A multisensory time-frequency features fusion method for rotating machinery fault diagnosis under nonstationary case	19
Evaluation of data augmentation and loss functions in semantic image segmentation for drilling tool wear detection	19
Real-time forging process control: integrating billet-related surrogate and machine behavior models	19
BCTMSSF: a blockchain consensus-based traceability method for supply chain in smart factory	19
Explainable artificial intelligence and multi-stage transfer learning for injection molding quality prediction	18
Cross-domain fusion and embedded refinement-based 6D object pose tracking on textureless objects	18
A review and classification of manufacturing ontologies	18
AutoML-driven diagnostics of the feeder motor in fused filament fabrication machines from direct current signals	18
An intelligent prediction method of surface residual stresses based on multi-source heterogeneous data	18
Image deep learning in fault diagnosis of mechanical equipment	18
Cold spray-based secure and unique product identification with neural encoding: A full-stack framework for scalable authentication in manufacturing	18
Development of a surrogate model for high-fidelity laser powder-bed fusion using tensor train and gaussian process regression	18
In-situ evaluation of hole quality and cutting tool condition in robotic drilling of composite materials using machine learning	18
Root cause analysis of an out-of-control process using a logical analysis of data regression model and exponential weighted moving average	18
A high-precision in-situ monitoring system for laser directed energy deposition melt pool 3D morphology based on deep learning	18
KG4CUT: an ontology to facilitate cutting tool selection and interoperability	18
A real spatial–temporal attention denoising network for nugget quality detection in resistance spot weld	18
Robust-stable scheduling in dynamic flow shops based on deep reinforcement learning	18
Automatic high-frequency induction brazing through an ensembled detection with heterogenous sensor measurements	17
Hyper-automation in manufacturing industry	17
Real-to-sim: automatic simulation model generation for a digital twin in semiconductor 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
Deep learning and machine learning approaches for acoustic-based defect monitoring in wire arc direct energy deposition	17
Real-time in-situ defect detection via multi-modal classification of waveforms for wire arc additive manufacturing	17
A multi-task effectiveness metric and an adaptive co-training method for enhancing learning performance with few samples	17
Cyber-physical systems: a bibliometric analysis of literature	16
Application of machine learning for in-situ defect detection in metal powder bed fusion: a critical review	16
A dual-attention feature fusion network for imbalanced fault diagnosis with two-stream hybrid generated data	16
Investigation on eXtreme Gradient Boosting for cutting force prediction in milling	16
Collaborative optimization of manufacturing service allocation via multi-task transfer learning evolutionary approach	16
Computer vision-enabled real-time job hazard analysis for safe human–robot collaboration in disassembly tasks	16
Generative adversarial networks and hessian locally linear embedding for geometric variations management in manufacturing	16
Smart scheduling of dynamic job shop based on discrete event simulation and deep reinforcement learning	16
High speed neuromorphic vision-based inspection of countersinks in automated manufacturing processes	16
Towards health monitoring of laser powder bed fusion using acoustic emissions: identify manufacturing parameters	16
Wafer map defect recognition based on multi-scale feature fusion and attention spatial pyramid pooling	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
Defining a feature-level digital twin process model by extracting machining features from MBD models for intelligent process planning	15
Optimizing operations of flexible assembly systems: demonstration of a digital twin concept with optimized planning and control, sensors and visualization	15
Human operator decision support for highly transient industrial processes: a reinforcement learning approach	15
Mechanism-fused Gaussian process regression model for tool-tip operational modes prediction in complex milling	15
In-process prediction of weld penetration depth using machine learning-based molten pool extraction technique in tungsten arc welding	15
Development of adaptive safety constraint by predicting trajectories of closest points between human and co-robot	15
Optimal drawbead restraining force design with physical-artificial intelligence method	15
A multimodal fusion method for soldering quality online inspection	15
Event-triggered hierarchical learning control of air-breathing hypersonic vehicles with predefined-time convergence	15
Time series fault prediction via dual enhancement	15
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	15
CNN-BiLSTM-attention based synchronous prediction model for multi-stand rolling force and deformation resistance in cold rolling	15
Discovering Granger causality with convolutional neural networks	15
A novel quality inspection method based on free-form surface digital twin model	15
Stacked encoded cascade error feedback deep extreme learning machine network for manufacturing order completion time	15
A novel data augmentation method for few-shot industrial surface defect detection based on segment anything model adapter	15
Deformation by design: data-driven approach to predict and modify deformation in thin Ti-6Al-4V sheets using laser peen forming	15
Attention-based 3D – convolutional neural network model for mechanical property predictions using visible light images in metal additive manufacturing	15
An embedded TensorFlow lite model for classification of chip images with respect to chip morphology depending on varying feed	15
A physics-informed AI methodology for Prognostics and Health Management of complex systems under low data constraints	15
Data-driven decision support for furnace loading in steel tempering: a machine learning approach based on industrial operations	15