Journal of Intelligent Manufacturing

Article	Citations
CENet: improve counting performance of X-ray surface mounted chip counter via scale favor and cell extraction	240
Switch ON/OFF learning of one-dimensional convolutional neural network and one-dimensional generative adversarial network for fault detection	212
The multisensor information fusion-based deep learning model for equipment health monitor integrating subject matter expert knowledge	194
Surface reconstruction of glass bottles using neural implicit representations for manufacturing system	186
Digital Twin and web services for robotic deburring in intelligent manufacturing	182
Automated neural network generation for industrial datasets, application to laser powder bed fusion	155
A digital twin-assisted deep transfer learning method towards intelligent thermal error modeling of electric spindles	133
Variability-enhanced knowledge-based engineering (VEN) for reconfigurable molds	124
Detection and localization system for surface defects of automotive forgings based on machine vision	110
Reverse engineering for programmable logic controller structure estimation via white box networks	105
Random convolution layer: an auxiliary method to improve fault diagnosis performance	104
Warpage detection in 3D printing of polymer parts: a deep learning approach	100
A normal weld recognition method for time-of-flight diffraction detection based on generative adversarial network	80
A predictive modelling strategy for warpage and shrinkage defects in plastic injection molding using fuzzy logic and pattern search optimization	76
Imbalanced fault diagnosis based on semi-supervised ensemble learning	75
Blockchain-based intelligent equipment assessment in manufacturing industry	74
Data-driven product configuration improvement and product line restructuring with text mining and multitask learning	74
A machining feature recognition approach based on hierarchical neural network for multi-feature point cloud models	73
From framework to industrial implementation: the digital twin in process planning	71
Digital twin for product versus project lifecycles’ development in manufacturing and construction industries	68
Optimization of buffer design for mixed-model sequential production line based on simulation and reinforcement learning	67
Machine learning-based non-destructive method for identifying defect causes in OLED displays to enhance productivity	66
Explainable neural network for time series-based condition monitoring in sheet metal shearing	65
Mitigating manufacturing defects in laser-powder bed fusion: a design-led compensation framework for truss-based metallic lattices	64
Enhancing robustness to novel visual defects through StyleGAN latent space navigation: a manufacturing use case	56

Real-time monitoring of molten zinc splatter using machine learning-based computer vision	56
Stable pushing in narrow passage environment using a modified hybrid A* algorithm	51
Analysis of the performance of LSTM-DNN models with the consideration of signal complexity in milling processes	51
A chip inspection system based on a multiscale subarea attention network	50
Intelligent hierarchical compensation method for industrial robot positioning error based on compound branch neural network automatic creation	50
Nash equilibrium as a tool for the Car Sequencing Problem 4.0	49
Remaining useful lifetime prediction for milling blades using a fused data prediction model (FDPM)	48
Motion stage precision prediction for photonic integrated circuit assembly	48
Machining tool identification utilizing temporal 3D point clouds	48
A multitask context-aware approach for design lesson-learned knowledge recommendation in collaborative product design	46
Machining accuracy prediction and adaptive compensation method of CNC machine tool under absence of machining process sensing	43
Real-time detection of blade surface defects based on the improved RT-DETR	42
Cross-scene object relationship-driven object detection for flexible printed circuit production	41
Developing an artificial neural network controller for accelerating the hot deformation of the titanium aluminide TNM-B1 using reinforcement learning and finite element simulations	41
A dynamic surface roughness prediction system based on machine learning for the 3D-printed carbon-fiber-reinforced-polymer (CFRP) turning	41
Stability modeling for chatter avoidance in self-aware machining: an application of physics-guided machine learning	41
Context-sensitive lexicon for imbalanced text sentiment classification using bidirectional LSTM	40
Reinforcement learning for sustainability enhancement of production lines	39
Generative AI in industrial machine vision: a review	39
Federated learning-based collaborative manufacturing for complex parts	38
Machine-learning based process monitoring for automated composites manufacturing	38
Design patterns of deep reinforcement learning models for job shop scheduling problems	38
Image-based identification of optical quality and functional properties in inkjet-printed electronics using machine learning	37
A scientometric review of digital twin in 3G to 6G networks: industry applications and trends	37
Enhancing weld line visibility prediction in injection molding using physics-informed neural networks	37
Combining human guidance and structured task execution during physical human–robot collaboration	37
Comparative analysis of different machine vision algorithms for tool wear measurement during machining	37
Energy-efficient tool path generation and expansion optimisation for five-axis flank milling with meta-reinforcement learning	36
A new characterization method for rapid prediction of recrystallization damage in single crystal superalloys considering plastic deformation	35
Vision-centric 3D point cloud technique and custom gripper process for parcel depalletisation	35
Use of optical sensors and artificial neural networks for precision measurement and fault detection in metallurgical environments	35
Attention-driven transfer learning framework for dynamic model guided time domain chatter detection	34
A nesting optimization method based on digital contour similarity matching for additive manufacturing	33
DHCEN-DTC: an ensemble learning approach for small-feature recognition in machining process classification	33
MeltpoolINR: predicting temperature field, melt pool geometry and their rate of change in laser powder bed fusion	33
Online tool condition monitoring in micromilling using LSTM	31
Experience from implementing digital twins for maintenance in industrial processes	31
Surface defect detection method for air rudder based on positive samples	31
Welding defects recognition based on DCP-MobileViT network	30
Artificial intelligence application in fault diagnostics of rotating industrial machines: a state-of-the-art review	30
Digital twin-driven real-time suppression of delamination damage in CFRP drilling	30
An ontology model for maintenance strategy selection and assessment	30
Research on flexible job shop scheduling problem with AGV using double DQN	29
Employing natural language processing to build a knowledge graph in the realm of additive manufacturing	29
HA$$R^{2}$$bot: a human-centered augmented reality robot programming method with the awareness of cognitive load	29
Powder bed monitoring via digital image analysis in additive manufacturing	29
A universal predictor-based machine learning model for optimal process maps in laser powder bed fusion process	29
3DWS: reliable segmentation on intelligent welding systems with 3D convolutions	29
Steel ball surface inspection using modified DRAEM and machine vision	28
A digital shadow framework using distributed system concepts	28

Anticipatory analysis of AGV trajectory in a 5G network using machine learning	28
Foreign objects detection using deep learning techniques for graphic card assembly line	28
Interpretable data-driven framework for life prediction of homogenous lead-free solder joints in ball grid array packages	28
A systematic multi-layer cognitive model for intelligent machine tool	28
Smart nesting: estimating geometrical compatibility in the nesting problem using graph neural networks	27
Multi-layer process control in selective laser melting: a reinforcement learning approach	26
A spatio-temporal fault diagnosis method based on STF-DBN for reciprocating compressor	26
Development of a cyber physical production system framework for smart tool health management	26
Intelligent G-code-based power prediction of ultra-precision CNC machine tools through 1DCNN-LSTM-Attention model	26
Automated real-time detection of surface defects in manufacturing processes of aluminum alloy strip using a lightweight network architecture	25
A novel joint segmentation approach for wafer surface defect classification based on blended network structure	25
Camera-based safety system for collaborative assembly	25
Unknown-class recognition adversarial network for open set domain adaptation fault diagnosis of rotating machinery	25
Few-shot RUL estimation based on model-agnostic meta-learning	25
Comparison of algorithms for error prediction in manufacturing with automl and a cost-based metric	24
Industrial vision inspection using digital twins: bridging CAD models and realistic scenarios	24
An LSTM-autoencoder based online side channel monitoring approach for cyber-physical attack detection in additive manufacturing	24
A deep learning solution for real-time quality assessment and control in additive manufacturing using point cloud data	24
Equipment electrocardiogram (EECG): making intelligent production line more robust	24
Deep convolutional neural network object net model based cognitive digital twin for trust in human–robot collaborative manufacturing	24
Sheet metal localization using deep learning and synthetic data	24
CNN and ensemble learning based wafer map failure pattern recognition based on local property based features	23
Multi-source wafer map retrieval based on contrastive learning for root cause analysis in semiconductor manufacturing	23
Deep learning based self-adaptive modeling of multimode continuous manufacturing processes and its application to rotary drying process	23
A digital twin emulator for production performance prediction and optimization using multi-scale 1DCNN ensemble and surrogate models	23
Exploring the synergy of human-robot teaming, digital twins, and machine learning in Industry 5.0: a step towards sustainable manufacturing	23
Online prediction of composite material drilling quality based on multi-sensor fusion	23
Correction to: Toward online layer-wise surface morphology measurement in additive manufacturing using a deep learning-based approach	23
Self-supervised fusion of deep soft assignments for multi-view diagnosis of machine faults	23
A systematic online update method for reduced-order-model-based digital twin	23
ReflowNet: ConvLSTM-based direct reflow oven recipe optimization framework	23
A novel unsupervised graph wavelet autoencoder for mechanical system fault detection	23
Modeling spatial point processes in video-imaging via Ripley’s K-function: an application to spatter analysis in additive manufacturing	23
Evaluation of the reliability of resistance spot welding control via on-line monitoring of dynamic resistance	22
Few-shot fault diagnosis of rotating machinery with two-branch prototypical networks	22
Safe human–robot collaboration for industrial settings: a survey	22
An unsupervised defect detection model for a dry carbon fiber textile	22
A hybrid genetic algorithm for parallel machine scheduling with setup times	22
Federated transfer learning for auxiliary classifier generative adversarial networks: framework and industrial application	22
A novel deep learning motivated data augmentation system based on defect segmentation requirements	22
A novel 2.5D machining feature recognition method based on ray blanking algorithm	22
Concept for the automated adaption of abstract planning domains for specific application cases in skills-based industrial robotics	22
Technical language processing for Prognostics and Health Management: applying text similarity and topic modeling to maintenance work orders	22
Differential contrast guidance for aeroengine fault diagnosis with limited data	21
Smart classification method to detect irregular nozzle spray patterns inside carbon black reactor using ensemble transfer learning	21
Task allocation model for human-robot collaboration with variable cobot speed	21
Bilateral matching for collaborative remanufacturing services based on multi-attribute preferences and mutual interactions	21
Knowledge-embedded machine learning and its applications in smart manufacturing	21
Prediction of aircraft panel assembly deformation using a combined prediction model	21
Workplace performance measurement: digitalization of work observation and analysis	21
Enhanced modeling method of thermal behaviors in machine tool motorized spindles based on the mixture of thermal mechanism and machine learning	21
Hierarchical multi-scale network for cross-scale visual defect detection	20
Design of multi-modal feedback channel of human–robot cognitive interface for teleoperation in manufacturing	20
Early fault diagnosis in rolling element bearings: comparative analysis of a knowledge-based and a data-driven approach	20
An unsupervised domain adaptation method for intelligent fault diagnosis based on target feature enhancement and feature-boundary alignment	20
Automatic model generation for material flow simulations of Third-Party Logistics	20
Correction to: Smart scheduling of dynamic job shop based on discrete event simulation and deep reinforcement learning	20
DeepMachining: online prediction of machining errors of lathe machines	19
Safe contextual Bayesian optimization integrated in industrial control for self-learning machines	19
Correction to: Predicting the number of printed cells during inkjet-based bioprinting process based on droplet velocity profile using machine learning approaches	19
Adaptive planning of human–robot collaborative disassembly for end-of-life lithium-ion batteries based on digital twin	19
Improving automated visual fault inspection for semiconductor manufacturing using a hybrid multistage system of deep neural networks	19
Enhanced cuckoo search algorithm for industrial winding process modeling	18
Binocular vision and priori data based intelligent pose measurement method of large aerospace cylindrical components	18
Object detection for blind inspection of industrial products based on neural architecture search	18
Synthetic data generation using finite element method to pre-train an image segmentation model for defect detection using infrared thermography	18
In-situ porosity prediction in metal powder bed fusion additive manufacturing using spectral emissions: a prior-guided machine learning approach	18
A digital solution for CPS-based machining path optimization for CNC systems	18
A digital twin approach for weld penetration prediction of tig welding with dual ellipsoid heat source	18
Development of a cascaded multitask physics-informed neural network (CM-PINN) to construct the muti-physical field model of rubber bushing press fitting	18
Evaluation of data augmentation and loss functions in semantic image segmentation for drilling tool wear detection	18
Global and local representation collaborative learning for few-shot learning	18
Manufacturing process selection based on similarity search: incorporating non-shape information in shape descriptor comparison	18
Analysis of models for IoT-driven predictive maintenance under constraints in the case of the biopharmaceutical industry	18
Spatiotemporal analysis of powder bed fusion melt pool monitoring videos using deep learning	18
A high-precision in-situ monitoring system for laser directed energy deposition melt pool 3D morphology based on deep learning	17
AutoML-driven diagnostics of the feeder motor in fused filament fabrication machines from direct current signals	17
In-situ evaluation of hole quality and cutting tool condition in robotic drilling of composite materials using machine learning	17
A real spatial–temporal attention denoising network for nugget quality detection in resistance spot weld	17
BCTMSSF: a blockchain consensus-based traceability method for supply chain in smart factory	17

Harnessing of in situ processing data to predict mechanical properties of laser powder bed fusion AlSi10Mg	17
A multisensory time-frequency features fusion method for rotating machinery fault diagnosis under nonstationary case	17
Towards label-free defect detection in additive manufacturing via dual-classifier semi-supervised learning for vision-language models	17
A review and classification of manufacturing ontologies	17
Root cause analysis of an out-of-control process using a logical analysis of data regression model and exponential weighted moving average	16
Reconfigurability improvement in Industry 4.0: a hybrid genetic algorithm-based heuristic approach for a co-generation of setup and process plans in a reconfigurable environment	16
Machine learning approach to packaging compatibility testing in the new product development process	16
Deformation by design: data-driven approach to predict and modify deformation in thin Ti-6Al-4V sheets using laser peen forming	16
Development of a surrogate model for high-fidelity laser powder-bed fusion using tensor train and gaussian process regression	16
A reference framework for the digital twin smart factory based on cloud-fog-edge computing collaboration	16
Predicting the number of printed cells during inkjet-based bioprinting process based on droplet velocity profile using machine learning approaches	16
Cross-domain fusion and embedded refinement-based 6D object pose tracking on textureless objects	16
Real-time forging process control: integrating billet-related surrogate and machine behavior models	16
Robust-stable scheduling in dynamic flow shops based on deep reinforcement learning	16
An intelligent prediction method of surface residual stresses based on multi-source heterogeneous data	16
Image deep learning in fault diagnosis of mechanical equipment	16
Real-time in-situ defect detection via multi-modal classification of waveforms for wire arc additive manufacturing	16
Measuring manufacturing system complexity: a literature review	16
Towards health monitoring of laser powder bed fusion using acoustic emissions: identify manufacturing parameters	15
A novel disassembly process of end-of-life lithium-ion batteries enhanced by online sensing and machine learning techniques	15
Explainable artificial intelligence and multi-stage transfer learning for injection molding quality prediction	15
Automatic high-frequency induction brazing through an ensembled detection with heterogenous sensor measurements	15
Real-to-sim: automatic simulation model generation for a digital twin in semiconductor manufacturing	15
Wafer map defect recognition based on multi-scale feature fusion and attention spatial pyramid pooling	15
Collaborative optimization of manufacturing service allocation via multi-task transfer learning evolutionary approach	15
Investigation on eXtreme Gradient Boosting for cutting force prediction in milling	15
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	15
A robust optimization model for the supplier portfolio selection problem using a combination of artificial fish swarm algorithm and simulated annealing	15
Cyber-physical systems: a bibliometric analysis of literature	15
Hyper-automation in manufacturing industry	15
A dual-attention feature fusion network for imbalanced fault diagnosis with two-stream hybrid generated data	15
Computer vision-enabled real-time job hazard analysis for safe human–robot collaboration in disassembly tasks	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
Generative adversarial networks and hessian locally linear embedding for geometric variations management in manufacturing	15
In-process prediction of weld penetration depth using machine learning-based molten pool extraction technique in tungsten arc welding	15
A multi-task effectiveness metric and an adaptive co-training method for enhancing learning performance with few samples	15
High speed neuromorphic vision-based inspection of countersinks in automated manufacturing processes	14
A novel quality inspection method based on free-form surface digital twin model	14
Defining a feature-level digital twin process model by extracting machining features from MBD models for intelligent process planning	14
Development of adaptive safety constraint by predicting trajectories of closest points between human and co-robot	14
Human operator decision support for highly transient industrial processes: a reinforcement learning approach	14
An imbalanced data learning approach for tool wear monitoring based on data augmentation	14
State-of-the-art review of neural network applications in pharmaceutical manufacturing: current state and future directions	14
An embedded TensorFlow lite model for classification of chip images with respect to chip morphology depending on varying feed	14
Smart scheduling of dynamic job shop based on discrete event simulation and deep reinforcement learning	14
Human factors in cobot era: a review of modern production systems features	14
Event-triggered hierarchical learning control of air-breathing hypersonic vehicles with predefined-time convergence	14
Mechanism-fused Gaussian process regression model for tool-tip operational modes prediction in complex milling	14
Stacked encoded cascade error feedback deep extreme learning machine network for manufacturing order completion time	14
A novel data augmentation method for few-shot industrial surface defect detection based on segment anything model adapter	14
A multimodal fusion method for soldering quality online inspection	14
Automatic extraction of inventive information out of patent texts in support of manufacturing design studies using Natural Languages Processing	14
YDRSNet: an integrated Yolov5-Deeplabv3 + real-time segmentation network for gear pitting measurement	14
Research on recognition methods of spot-welding surface appearances based on transfer learning and a lightweight high-precision convolutional neural network	13
Machine learning-based multi-objective optimization framework for industrial black nickel electroplating	13
Deep reinforcement learning based approach for the search and engagement phase of the robotic screw unfastening process	13
CowSSL: contrastive open-world semi-supervised learning for wafer bin map	13
Time series fault prediction via dual enhancement	13
Manifold learning-assisted uncertainty quantification of system parameters in the fiber metal laminates hot forming process	13
Intelligent factory layout design framework through collaboration between optimization, simulation, and digital twin	13
Three-dimensional fabric smoothness evaluation using point cloud data for enhanced quality control	13
Trigonometric-based mechanisms hybridized African vulture optimization algorithm for multi-manned disassembly line balancing involving worker heterogeneity and collaboration	13
Automatic detection and characterization of porosities in cross-section images of metal parts produced by binder jetting using machine learning and image augmentation	13
Discovering Granger causality with convolutional neural networks	13
A cyber-physical prototype system in augmented reality using RGB-D camera for CNC machining simulation	13
Nest smarter, not harder: a hybrid vision-based deep reinforcement learning agent for packing 2D irregular geometries by rotational placement	13
A method for reconstructing large-scale part models based on feature point cloud data	13
A cloud-edge-based digital twin architecture for cyber-physical shop floors: design principles, function analysis, and case study	13
Reinforcement learning approach for decision making in disassembly processes	13
Optimizing operations of flexible assembly systems: demonstration of a digital twin concept with optimized planning and control, sensors and visualization	13
Traditional machine learning and deep learning for predicting melt-pool cross-sectional morphology of laser powder bed fusion additive manufacturing with thermographic monitoring	13
Multi-agent cooperative swarm learning for dynamic layout optimisation of reconfigurable robotic assembly cells based on digital twin	13
Collaborative robots for quality control: an overview of recent studies and emerging trends	12
A systematic literature review on recent trends of machine learning applications in additive manufacturing	12
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	12
A novel method based on deep learning algorithms for material deformation rate detection	12
A physically-informed machine learning model for freeform bending	12
Automated surface defect detection framework using machine vision and convolutional neural networks	12
Infill pattern strategy impact on the cross-sectional area at gauge length of material extrusion 3D printed polylactic acid parts	12
Towards prognostic generalization: a domain conditional invariance and specificity disentanglement network for remaining useful life prediction	12
Editorial for the special issue: AI and data-driven decisions in manufacturing	12
A deep learning model for online prediction of in-process dynamic characteristics of thin-walled complex blade machining	12
Causal deep learning for explainable vision-based quality inspection under visual interference	12
A multi-subpopulation genetic algorithm-based CNN approach for ceramic tile defects classification	12
Hybrid algorithm based on reinforcement learning for smart inventory management	12
Enabling production re-configurability through Digital Twins: a case study approach	12
Recognizing defects in stainless steel welds based on multi-domain feature expression and self-optimization	12
Proposing a cross-correlational-gated recurrent unit neural network for engine block assembly action recognition	12
Change is safer: a dynamic safety stock model for inventory management of large manufacturing enterprise based on intermittent time series forecasting	12
Physics-informed machine learning in intelligent manufacturing: a review	12
Semi-supervised techniques to address the scarcity of experimental data: a case study of single point incremental forming	12
A predictive maintenance model for health assessment of an assembly robot based on machine learning in the context of smart plant	12
Online force prediction by neural networks in single point incremental hole flanging operations	12
A novel process planning method of 3 + 2-axis additive manufacturing for aero-engine blade based on machine learning	11
Automatic quality control of aluminium parts welds based on 3D data and artificial intelligence	11