Journal of Intelligent Manufacturing

Article	Citations
From framework to industrial implementation: the digital twin in process planning	218
Switch ON/OFF learning of one-dimensional convolutional neural network and one-dimensional generative adversarial network for fault detection	180
CENet: improve counting performance of X-ray surface mounted chip counter via scale favor and cell extraction	160
Machine learning-based non-destructive method for identifying defect causes in OLED displays to enhance productivity	160
The multisensor information fusion-based deep learning model for equipment health monitor integrating subject matter expert knowledge	158
Data-driven product configuration improvement and product line restructuring with text mining and multitask learning	130
Optimization of buffer design for mixed-model sequential production line based on simulation and reinforcement learning	110
A machining feature recognition approach based on hierarchical neural network for multi-feature point cloud models	109
A normal weld recognition method for time-of-flight diffraction detection based on generative adversarial network	94
Blockchain-based intelligent equipment assessment in manufacturing industry	90
Variability-enhanced knowledge-based engineering (VEN) for reconfigurable molds	78
Warpage detection in 3D printing of polymer parts: a deep learning approach	75
A predictive modelling strategy for warpage and shrinkage defects in plastic injection molding using fuzzy logic and pattern search optimization	73
Imbalanced fault diagnosis based on semi-supervised ensemble learning	70
A digital twin-assisted deep transfer learning method towards intelligent thermal error modeling of electric spindles	69
Digital twin for product versus project lifecycles’ development in manufacturing and construction industries	66
Random convolution layer: an auxiliary method to improve fault diagnosis performance	65
Self learning-empowered thermal error control method of precision machine tools based on digital twin	64
Digital Twin and web services for robotic deburring in intelligent manufacturing	64
Motion stage precision prediction for photonic integrated circuit assembly	61
Reverse engineering for programmable logic controller structure estimation via white box networks	61
Machine-learning based process monitoring for automated composites manufacturing	58
Context-sensitive lexicon for imbalanced text sentiment classification using bidirectional LSTM	53
A dynamic surface roughness prediction system based on machine learning for the 3D-printed carbon-fiber-reinforced-polymer (CFRP) turning	51
Machining tool identification utilizing temporal 3D point clouds	51

Stability modeling for chatter avoidance in self-aware machining: an application of physics-guided machine learning	49
Remaining useful lifetime prediction for milling blades using a fused data prediction model (FDPM)	49
Generative AI in industrial machine vision: a review	48
A multitask context-aware approach for design lesson-learned knowledge recommendation in collaborative product design	47
Explainable neural network for time series-based condition monitoring in sheet metal shearing	43
Combining human guidance and structured task execution during physical human–robot collaboration	43
Intelligent hierarchical compensation method for industrial robot positioning error based on compound branch neural network automatic creation	42
Real-time monitoring of molten zinc splatter using machine learning-based computer vision	42
Enhancing robustness to novel visual defects through StyleGAN latent space navigation: a manufacturing use case	42
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	41
Nash equilibrium as a tool for the Car Sequencing Problem 4.0	41
A chip inspection system based on a multiscale subarea attention network	39
Design patterns of deep reinforcement learning models for job shop scheduling problems	39
Stable pushing in narrow passage environment using a modified hybrid A* algorithm	39
Real-time detection of blade surface defects based on the improved RT-DETR	38
Developing an artificial neural network controller for accelerating the hot deformation of the titanium aluminide TNM-B1 using reinforcement learning and finite element simulations	38
Federated learning-based collaborative manufacturing for complex parts	37
Fourth-party logistics network design with service time constraint under stochastic demand	37
Analysis of the performance of LSTM-DNN models with the consideration of signal complexity in milling processes	36
HA$$R^{2}$$bot: a human-centered augmented reality robot programming method with the awareness of cognitive load	35
An ontology model for maintenance strategy selection and assessment	35
Image-based identification of optical quality and functional properties in inkjet-printed electronics using machine learning	35
Artificial intelligence application in fault diagnostics of rotating industrial machines: a state-of-the-art review	34
Research on flexible job shop scheduling problem with AGV using double DQN	34
Digital twin-driven real-time suppression of delamination damage in CFRP drilling	33
Vision-centric 3D point cloud technique and custom gripper process for parcel depalletisation	33
A new characterization method for rapid prediction of recrystallization damage in single crystal superalloys considering plastic deformation	33
DHCEN-DTC: an ensemble learning approach for small-feature recognition in machining process classification	33
A nesting optimization method based on digital contour similarity matching for additive manufacturing	32
Surface defect detection method for air rudder based on positive samples	32
Comparative analysis of different machine vision algorithms for tool wear measurement during machining	31
Use of optical sensors and artificial neural networks for precision measurement and fault detection in metallurgical environments	31
Attention-driven transfer learning framework for dynamic model guided time domain chatter detection	31
Welding defects recognition based on DCP-MobileViT network	31
Energy-efficient tool path generation and expansion optimisation for five-axis flank milling with meta-reinforcement learning	30
Enhancing weld line visibility prediction in injection molding using physics-informed neural networks	30
Online tool condition monitoring in micromilling using LSTM	30
A universal predictor-based machine learning model for optimal process maps in laser powder bed fusion process	29
Experience from implementing digital twins for maintenance in industrial processes	28
A novel joint segmentation approach for wafer surface defect classification based on blended network structure	28
Development of a cyber physical production system framework for smart tool health management	27
Foreign objects detection using deep learning techniques for graphic card assembly line	27
Multi-layer process control in selective laser melting: a reinforcement learning approach	27
An LSTM-autoencoder based online side channel monitoring approach for cyber-physical attack detection in additive manufacturing	26
Steel ball surface inspection using modified DRAEM and machine vision	26
Interpretable data-driven framework for life prediction of homogenous lead-free solder joints in ball grid array packages	26
Automatic recognition of hot spray marking dot-matrix characters for steel-slab industry	26
3DWS: reliable segmentation on intelligent welding systems with 3D convolutions	25
A digital shadow framework using distributed system concepts	25

Challenges of modeling and analysis in cybermanufacturing: a review from a machine learning and computation perspective	25
Design and application of digital twin system for the blade-rotor test rig	25
A systematic multi-layer cognitive model for intelligent machine tool	24
Powder bed monitoring via digital image analysis in additive manufacturing	24
Unknown-class recognition adversarial network for open set domain adaptation fault diagnosis of rotating machinery	24
Intelligent G-code-based power prediction of ultra-precision CNC machine tools through 1DCNN-LSTM-Attention model	24
Anticipatory analysis of AGV trajectory in a 5G network using machine learning	24
Employing natural language processing to build a knowledge graph in the realm of additive manufacturing	24
Camera-based safety system for collaborative assembly	24
Equipment electrocardiogram (EECG): making intelligent production line more robust	23
Smart nesting: estimating geometrical compatibility in the nesting problem using graph neural networks	23
Automated real-time detection of surface defects in manufacturing processes of aluminum alloy strip using a lightweight network architecture	23
Few-shot fault diagnosis of rotating machinery with two-branch prototypical networks	23
A spatio-temporal fault diagnosis method based on STF-DBN for reciprocating compressor	23
Simulation and deep reinforcement learning for adaptive dispatching in semiconductor manufacturing systems	23
Sheet metal localization using deep learning and synthetic data	23
Few-shot RUL estimation based on model-agnostic meta-learning	23
A deep learning solution for real-time quality assessment and control in additive manufacturing using point cloud data	22
A novel unsupervised graph wavelet autoencoder for mechanical system fault detection	22
Exploring the synergy of human-robot teaming, digital twins, and machine learning in Industry 5.0: a step towards sustainable manufacturing	22
Enhanced modeling method of thermal behaviors in machine tool motorized spindles based on the mixture of thermal mechanism and machine learning	22
Deep convolutional neural network object net model based cognitive digital twin for trust in human–robot collaborative manufacturing	22
Knowledge-embedded machine learning and its applications in smart manufacturing	21
Industrial vision inspection using digital twins: bridging CAD models and realistic scenarios	21
Multi-source wafer map retrieval based on contrastive learning for root cause analysis in semiconductor manufacturing	21
Concept for the automated adaption of abstract planning domains for specific application cases in skills-based industrial robotics	21
Online prediction of composite material drilling quality based on multi-sensor fusion	21
Comparison of algorithms for error prediction in manufacturing with automl and a cost-based metric	21
A systematic online update method for reduced-order-model-based digital twin	21
ReflowNet: ConvLSTM-based direct reflow oven recipe optimization framework	20
Self-supervised fusion of deep soft assignments for multi-view diagnosis of machine faults	20
A hybrid genetic algorithm for parallel machine scheduling with setup times	20
Modeling spatial point processes in video-imaging via Ripley’s K-function: an application to spatter analysis in additive manufacturing	20
Correction to: Toward online layer-wise surface morphology measurement in additive manufacturing using a deep learning-based approach	20
Deep learning based self-adaptive modeling of multimode continuous manufacturing processes and its application to rotary drying process	20
Technical language processing for Prognostics and Health Management: applying text similarity and topic modeling to maintenance work orders	20
An unsupervised defect detection model for a dry carbon fiber textile	20
A hybrid prognosis approach for life prediction of gears subjected to progressive pitting failure mode	20
Evaluation of the reliability of resistance spot welding control via on-line monitoring of dynamic resistance	20
Probabilistic predictive control of porosity in laser powder bed fusion	20
A digital twin emulator for production performance prediction and optimization using multi-scale 1DCNN ensemble and surrogate models	19
A novel 2.5D machining feature recognition method based on ray blanking algorithm	19
Task allocation model for human-robot collaboration with variable cobot speed	19
A digital solution for CPS-based machining path optimization for CNC systems	19
In-situ porosity prediction in metal powder bed fusion additive manufacturing using spectral emissions: a prior-guided machine learning approach	19
Hierarchical multi-scale network for cross-scale visual defect detection	19
A novel deep learning motivated data augmentation system based on defect segmentation requirements	19
Federated transfer learning for auxiliary classifier generative adversarial networks: framework and industrial application	19
Smart classification method to detect irregular nozzle spray patterns inside carbon black reactor using ensemble transfer learning	19
Workplace performance measurement: digitalization of work observation and analysis	19
Manufacturing process selection based on similarity search: incorporating non-shape information in shape descriptor comparison	19
Correction to: Predicting the number of printed cells during inkjet-based bioprinting process based on droplet velocity profile using machine learning approaches	19
Safe human–robot collaboration for industrial settings: a survey	19
CNN and ensemble learning based wafer map failure pattern recognition based on local property based features	19
An unsupervised domain adaptation method for intelligent fault diagnosis based on target feature enhancement and feature-boundary alignment	19
Correction to: Smart scheduling of dynamic job shop based on discrete event simulation and deep reinforcement learning	19
Enhanced cuckoo search algorithm for industrial winding process modeling	19
A hybrid evolutionary algorithm approach for estimating the throughput of short reliable approximately balanced production lines	18
A digital twin approach for weld penetration prediction of tig welding with dual ellipsoid heat source	18
Differential contrast guidance for aeroengine fault diagnosis with limited data	18
Safe contextual Bayesian optimization integrated in industrial control for self-learning machines	18
Prediction of aircraft panel assembly deformation using a combined prediction model	18
Automatic model generation for material flow simulations of Third-Party Logistics	18
Bilateral matching for collaborative remanufacturing services based on multi-attribute preferences and mutual interactions	17
Adaptive planning of human–robot collaborative disassembly for end-of-life lithium-ion batteries based on digital twin	17
Binocular vision and priori data based intelligent pose measurement method of large aerospace cylindrical components	17
Global and local representation collaborative learning for few-shot learning	17
Early fault diagnosis in rolling element bearings: comparative analysis of a knowledge-based and a data-driven approach	17
Improving automated visual fault inspection for semiconductor manufacturing using a hybrid multistage system of deep neural networks	17
A real spatial–temporal attention denoising network for nugget quality detection in resistance spot weld	16
Harnessing of in situ processing data to predict mechanical properties of laser powder bed fusion AlSi10Mg	16
Object detection for blind inspection of industrial products based on neural architecture search	16
Transformation of a rolling mill aggregate to a cyber physical production system: from sensor retrofitting to machine learning	16
Design of multi-modal feedback channel of human–robot cognitive interface for teleoperation in manufacturing	16
An intelligent prediction method of surface residual stresses based on multi-source heterogeneous data	16
Towards label-free defect detection in additive manufacturing via dual-classifier semi-supervised learning for vision-language models	16
Real-time forging process control: integrating billet-related surrogate and machine behavior models	16
Analysis of models for IoT-driven predictive maintenance under constraints in the case of the biopharmaceutical industry	16
Evaluation of data augmentation and loss functions in semantic image segmentation for drilling tool wear detection	16
Machine learning approach to packaging compatibility testing in the new product development process	15

A reference framework for the digital twin smart factory based on cloud-fog-edge computing collaboration	15
Development of a surrogate model for high-fidelity laser powder-bed fusion using tensor train and gaussian process regression	15
Image deep learning in fault diagnosis of mechanical equipment	15
Spatiotemporal analysis of powder bed fusion melt pool monitoring videos using deep learning	15
A multisensory time-frequency features fusion method for rotating machinery fault diagnosis under nonstationary case	15
Robust-stable scheduling in dynamic flow shops based on deep reinforcement learning	15
Synthetic data generation using finite element method to pre-train an image segmentation model for defect detection using infrared thermography	15
AutoML-driven diagnostics of the feeder motor in fused filament fabrication machines from direct current signals	15
Development of a cascaded multitask physics-informed neural network (CM-PINN) to construct the muti-physical field model of rubber bushing press fitting	15
Measuring manufacturing system complexity: a literature review	15
In-situ evaluation of hole quality and cutting tool condition in robotic drilling of composite materials using machine learning	15
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	14
A multi-task effectiveness metric and an adaptive co-training method for enhancing learning performance with few samples	14
A dual-attention feature fusion network for imbalanced fault diagnosis with two-stream hybrid generated data	14
Cross-domain fusion and embedded refinement-based 6D object pose tracking on textureless objects	14
A high-precision in-situ monitoring system for laser directed energy deposition melt pool 3D morphology based on deep learning	14
A review and classification of manufacturing ontologies	14
Real-time in-situ defect detection via multi-modal classification of waveforms for wire arc additive manufacturing	14
Automatic high-frequency induction brazing through an ensembled detection with heterogenous sensor measurements	14
BCTMSSF: a blockchain consensus-based traceability method for supply chain in smart factory	14
Predicting the number of printed cells during inkjet-based bioprinting process based on droplet velocity profile using machine learning approaches	14
Real-to-sim: automatic simulation model generation for a digital twin in semiconductor manufacturing	14
Generative adversarial networks and hessian locally linear embedding for geometric variations management in manufacturing	14
Root cause analysis of an out-of-control process using a logical analysis of data regression model and exponential weighted moving average	14
Collaborative optimization of manufacturing service allocation via multi-task transfer learning evolutionary approach	13
Wafer map defect recognition based on multi-scale feature fusion and attention spatial pyramid pooling	13
Smart scheduling of dynamic job shop based on discrete event simulation and deep reinforcement learning	13
High speed neuromorphic vision-based inspection of countersinks in automated manufacturing processes	13
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	13
Optimizing operations of flexible assembly systems: demonstration of a digital twin concept with optimized planning and control, sensors and visualization	13
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	13
Investigation on eXtreme Gradient Boosting for cutting force prediction in milling	13
Reinforcement learning applications to machine scheduling problems: a comprehensive literature review	13
A novel disassembly process of end-of-life lithium-ion batteries enhanced by online sensing and machine learning techniques	13
State-of-the-art review of neural network applications in pharmaceutical manufacturing: current state and future directions	13
Human operator decision support for highly transient industrial processes: a reinforcement learning approach	13
In-process prediction of weld penetration depth using machine learning-based molten pool extraction technique in tungsten arc welding	13
Explainable artificial intelligence and multi-stage transfer learning for injection molding quality prediction	13
Deformation by design: data-driven approach to predict and modify deformation in thin Ti-6Al-4V sheets using laser peen forming	13
Cyber-physical systems: a bibliometric analysis of literature	13
Computer vision-enabled real-time job hazard analysis for safe human–robot collaboration in disassembly tasks	13
Time series fault prediction via dual enhancement	13
Hyper-automation in manufacturing industry	13
Integrated approaches of BWM-QFD and FUCOM-QFD for improving weighting solution of design matrix	12
An imbalanced data learning approach for tool wear monitoring based on data augmentation	12
An embedded TensorFlow lite model for classification of chip images with respect to chip morphology depending on varying feed	12
YDRSNet: an integrated Yolov5-Deeplabv3 + real-time segmentation network for gear pitting measurement	12
A novel parallel classification network for classifying three-dimensional surface with point cloud data	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
Trigonometric-based mechanisms hybridized African vulture optimization algorithm for multi-manned disassembly line balancing involving worker heterogeneity and collaboration	12
Manifold learning-assisted uncertainty quantification of system parameters in the fiber metal laminates hot forming process	12
A multimodal fusion method for soldering quality online inspection	12
Defining a feature-level digital twin process model by extracting machining features from MBD models for intelligent process planning	12
Stacked encoded cascade error feedback deep extreme learning machine network for manufacturing order completion time	12
A novel quality inspection method based on free-form surface digital twin model	12
Towards prognostic generalization: a domain conditional invariance and specificity disentanglement network for remaining useful life prediction	12
Machine learning-based multi-objective optimization framework for industrial black nickel electroplating	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
Discovering Granger causality with convolutional neural networks	12
Event-triggered hierarchical learning control of air-breathing hypersonic vehicles with predefined-time convergence	12
Autonomous VOs management based on industry 4.0: a systematic literature review	12
Development of adaptive safety constraint by predicting trajectories of closest points between human and co-robot	12
Automatic extraction of inventive information out of patent texts in support of manufacturing design studies using Natural Languages Processing	12
Traditional machine learning and deep learning for predicting melt-pool cross-sectional morphology of laser powder bed fusion additive manufacturing with thermographic monitoring	12
A cyber-physical prototype system in augmented reality using RGB-D camera for CNC machining simulation	12
Human factors in cobot era: a review of modern production systems features	12