Journal of Intelligent Manufacturing

Article	Citations
Digital twin for product versus project lifecycles’ development in manufacturing and construction industries	189
Variability-enhanced knowledge-based engineering (VEN) for reconfigurable molds	160
Optimization of buffer design for mixed-model sequential production line based on simulation and reinforcement learning	140
Warpage detection in 3D printing of polymer parts: a deep learning approach	139
An approach for designing smart manufacturing for the research and development of dye-sensitize solar cell	136
Switch ON/OFF learning of one-dimensional convolutional neural network and one-dimensional generative adversarial network for fault detection	109
Machine learning-based non-destructive method for identifying defect causes in OLED displays to enhance productivity	103
Data-driven product configuration improvement and product line restructuring with text mining and multitask learning	100
CENet: improve counting performance of X-ray surface mounted chip counter via scale favor and cell extraction	96
Digital Twin and web services for robotic deburring in intelligent manufacturing	94
The multisensor information fusion-based deep learning model for equipment health monitor integrating subject matter expert knowledge	92
A machining feature recognition approach based on hierarchical neural network for multi-feature point cloud models	79
A normal weld recognition method for time-of-flight diffraction detection based on generative adversarial network	79
From framework to industrial implementation: the digital twin in process planning	68
A digital twin-assisted deep transfer learning method towards intelligent thermal error modeling of electric spindles	63
Imbalanced fault diagnosis based on semi-supervised ensemble learning	60
A predictive modelling strategy for warpage and shrinkage defects in plastic injection molding using fuzzy logic and pattern search optimization	60
Random convolution layer: an auxiliary method to improve fault diagnosis performance	57
Self learning-empowered thermal error control method of precision machine tools based on digital twin	57
Motion stage precision prediction for photonic integrated circuit assembly	56
A dynamic surface roughness prediction system based on machine learning for the 3D-printed carbon-fiber-reinforced-polymer (CFRP) turning	56
Machining tool identification utilizing temporal 3D point clouds	53
Design patterns of deep reinforcement learning models for job shop scheduling problems	52
Machine-learning based process monitoring for automated composites manufacturing	52
Generative AI in industrial machine vision: a review	50

Intelligent hierarchical compensation method for industrial robot positioning error based on compound branch neural network automatic creation	50
Context-sensitive lexicon for imbalanced text sentiment classification using bidirectional LSTM	49
A chip inspection system based on a multiscale subarea attention network	47
Collaborative knowledge management to identify data analytics opportunities in additive manufacturing	46
Enhancing robustness to novel visual defects through StyleGAN latent space navigation: a manufacturing use case	45
A multitask context-aware approach for design lesson-learned knowledge recommendation in collaborative product design	44
Reinforcement learning for sustainability enhancement of production lines	44
Remaining useful lifetime prediction for milling blades using a fused data prediction model (FDPM)	42
Real-time monitoring of molten zinc splatter using machine learning-based computer vision	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	40
Stable pushing in narrow passage environment using a modified hybrid A* algorithm	39
Combining human guidance and structured task execution during physical human–robot collaboration	38
Real-time detection of blade surface defects based on the improved RT-DETR	38
Explainable neural network for time series-based condition monitoring in sheet metal shearing	38
Machining accuracy prediction and adaptive compensation method of CNC machine tool under absence of machining process sensing	38
Nash equilibrium as a tool for the Car Sequencing Problem 4.0	38
Federated learning-based collaborative manufacturing for complex parts	36
Fourth-party logistics network design with service time constraint under stochastic demand	36
Stability modeling for chatter avoidance in self-aware machining: an application of physics-guided machine learning	36
Surface defect detection method for air rudder based on positive samples	35
A nesting optimization method based on digital contour similarity matching for additive manufacturing	34
Research on flexible job shop scheduling problem with AGV using double DQN	33
Experience from implementing digital twins for maintenance in industrial processes	33
Image-based identification of optical quality and functional properties in inkjet-printed electronics using machine learning	33
HA$$R^{2}$$bot: a human-centered augmented reality robot programming method with the awareness of cognitive load	32
An ontology model for maintenance strategy selection and assessment	32
Artificial intelligence application in fault diagnostics of rotating industrial machines: a state-of-the-art review	32
Comparative analysis of different machine vision algorithms for tool wear measurement during machining	32
Task allocation and coordinated motion planning for autonomous multi-robot optical inspection systems	31
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
Online tool condition monitoring in micromilling using LSTM	31
Digital twin-driven real-time suppression of delamination damage in CFRP drilling	30
Use of optical sensors and artificial neural networks for precision measurement and fault detection in metallurgical environments	29
Welding defects recognition based on DCP-MobileViT network	29
A new characterization method for rapid prediction of recrystallization damage in single crystal superalloys considering plastic deformation	29
Vision-centric 3D point cloud technique and custom gripper process for parcel depalletisation	28
Enhancing weld line visibility prediction in injection molding using physics-informed neural networks	27
Attention-driven transfer learning framework for dynamic model guided time domain chatter detection	27
Anticipatory analysis of AGV trajectory in a 5G network using machine learning	27
DHCEN-DTC: an ensemble learning approach for small-feature recognition in machining process classification	27
Development of a cyber physical production system framework for smart tool health management	26
A systematic multi-layer cognitive model for intelligent machine tool	26
A novel joint segmentation approach for wafer surface defect classification based on blended network structure	26
A spatio-temporal fault diagnosis method based on STF-DBN for reciprocating compressor	26
Interpretable data-driven framework for life prediction of homogenous lead-free solder joints in ball grid array packages	26
Camera-based safety system for collaborative assembly	26
Automatic recognition of hot spray marking dot-matrix characters for steel-slab industry	25
Smart nesting: estimating geometrical compatibility in the nesting problem using graph neural networks	25
3DWS: reliable segmentation on intelligent welding systems with 3D convolutions	25

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

An intelligent prediction method of surface residual stresses based on multi-source heterogeneous data	14
Measuring manufacturing system complexity: a literature review	14
A multisensory time-frequency features fusion method for rotating machinery fault diagnosis under nonstationary case	14
A high-precision in-situ monitoring system for laser directed energy deposition melt pool 3D morphology based on deep learning	14
Machine learning approach to packaging compatibility testing in the new product development process	14
Evaluation of data augmentation and loss functions in semantic image segmentation for drilling tool wear detection	14
Spatiotemporal analysis of powder bed fusion melt pool monitoring videos using deep learning	14
A review and classification of manufacturing ontologies	14
A real spatial–temporal attention denoising network for nugget quality detection in resistance spot weld	14
BCTMSSF: a blockchain consensus-based traceability method for supply chain in smart factory	14
Towards label-free defect detection in additive manufacturing via dual-classifier semi-supervised learning for vision-language models	14
A reference framework for the digital twin smart factory based on cloud-fog-edge computing collaboration	14
Real-time forging process control: integrating billet-related surrogate and machine behavior models	14
Robust-stable scheduling in dynamic flow shops based on deep reinforcement learning	14
Predicting the number of printed cells during inkjet-based bioprinting process based on droplet velocity profile using machine learning approaches	14
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
Wafer map defect recognition based on multi-scale feature fusion and attention spatial pyramid pooling	13
Cross-domain fusion and embedded refinement-based 6D object pose tracking on textureless objects	13
In-situ evaluation of hole quality and cutting tool condition in robotic drilling of composite materials using machine learning	13
Review of image segmentation techniques for layup defect detection in the Automated Fiber Placement process	13
Computer vision-enabled real-time job hazard analysis for safe human–robot collaboration in disassembly tasks	13
Real-to-sim: automatic simulation model generation for a digital twin in semiconductor manufacturing	13
Root cause analysis of an out-of-control process using a logical analysis of data regression model and exponential weighted moving average	13
A multi-task effectiveness metric and an adaptive co-training method for enhancing learning performance with few samples	13
Gaussian-process based modeling and optimal control of melt-pool geometry in laser powder bed fusion	13
Image deep learning in fault diagnosis of mechanical equipment	13
Investigation on eXtreme Gradient Boosting for cutting force prediction in milling	12
Deformation by design: data-driven approach to predict and modify deformation in thin Ti-6Al-4V sheets using laser peen forming	12
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	12
Collaborative optimization of manufacturing service allocation via multi-task transfer learning evolutionary approach	12
In-process prediction of weld penetration depth using machine learning-based molten pool extraction technique in tungsten arc welding	12
A multimodal fusion method for soldering quality online inspection	12
Real-time in-situ defect detection via multi-modal classification of waveforms for wire arc additive manufacturing	12
Automatic high-frequency induction brazing through an ensembled detection with heterogenous sensor measurements	12
Generative adversarial networks and hessian locally linear embedding for geometric variations management in manufacturing	12
A dual-attention feature fusion network for imbalanced fault diagnosis with two-stream hybrid generated data	12
Hyper-automation in manufacturing industry	12
Cyber-physical systems: a bibliometric analysis of literature	12
High speed neuromorphic vision-based inspection of countersinks in automated manufacturing processes	12
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	12
Smart scheduling of dynamic job shop based on discrete event simulation and deep reinforcement learning	12
A novel disassembly process of end-of-life lithium-ion batteries enhanced by online sensing and machine learning techniques	12
Explainable artificial intelligence and multi-stage transfer learning for injection molding quality prediction	12
Reinforcement learning applications to machine scheduling problems: a comprehensive literature review	12
Autonomous VOs management based on industry 4.0: a systematic literature review	11
Optimizing operations of flexible assembly systems: demonstration of a digital twin concept with optimized planning and control, sensors and visualization	11
Development of adaptive safety constraint by predicting trajectories of closest points between human and co-robot	11
Human operator decision support for highly transient industrial processes: a reinforcement learning approach	11
A novel quality inspection method based on free-form surface digital twin model	11
Stacked encoded cascade error feedback deep extreme learning machine network for manufacturing order completion time	11
State-of-the-art review of neural network applications in pharmaceutical manufacturing: current state and future directions	11
Information fusion and systematic logic library-generation methods for self-configuration of autonomous digital twin	11
Defining a feature-level digital twin process model by extracting machining features from MBD models for intelligent process planning	11
An embedded TensorFlow lite model for classification of chip images with respect to chip morphology depending on varying feed	11
An on-machine tool path generation method based on hybrid and local point cloud registration for laser deburring of ceramic cores	11
Time series fault prediction via dual enhancement	11
Discovering Granger causality with convolutional neural networks	11
A novel parallel classification network for classifying three-dimensional surface with point cloud data	10
Designing and developing smart production planning and control systems in the industry 4.0 era: a methodology and case study	10
Intelligent factory layout design framework through collaboration between optimization, simulation, and digital twin	10
Machine learning-based multi-objective optimization framework for industrial black nickel electroplating	10
Change is safer: a dynamic safety stock model for inventory management of large manufacturing enterprise based on intermittent time series forecasting	10
Adaptive fabrication of material extrusion-AM process using machine learning algorithms for print process optimization	10
Towards prognostic generalization: a domain conditional invariance and specificity disentanglement network for remaining useful life prediction	10
Research on recognition methods of spot-welding surface appearances based on transfer learning and a lightweight high-precision convolutional neural network	10
An imbalanced data learning approach for tool wear monitoring based on data augmentation	10
YDRSNet: an integrated Yolov5-Deeplabv3 + real-time segmentation network for gear pitting measurement	10
Automatic detection and characterization of porosities in cross-section images of metal parts produced by binder jetting using machine learning and image augmentation	10
Recognizing defects in stainless steel welds based on multi-domain feature expression and self-optimization	10
Incremental transfer learning for robot drilling state monitoring under multiple working conditions	10
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	10
Manifold learning-assisted uncertainty quantification of system parameters in the fiber metal laminates hot forming process	10
A cyber-physical prototype system in augmented reality using RGB-D camera for CNC machining simulation	10
Proposing a cross-correlational-gated recurrent unit neural network for engine block assembly action recognition	10
Multi-agent cooperative swarm learning for dynamic layout optimisation of reconfigurable robotic assembly cells based on digital twin	10
Event-triggered hierarchical learning control of air-breathing hypersonic vehicles with predefined-time convergence	10
Integrated approaches of BWM-QFD and FUCOM-QFD for improving weighting solution of design matrix	10
Human factors in cobot era: a review of modern production systems features	10
Three-dimensional fabric smoothness evaluation using point cloud data for enhanced quality control	10
A physically-informed machine learning model for freeform bending	10
A systematic literature review on recent trends of machine learning applications in additive manufacturing	10
Traditional machine learning and deep learning for predicting melt-pool cross-sectional morphology of laser powder bed fusion additive manufacturing with thermographic monitoring	10
CowSSL: contrastive open-world semi-supervised learning for wafer bin map	10
Trigonometric-based mechanisms hybridized African vulture optimization algorithm for multi-manned disassembly line balancing involving worker heterogeneity and collaboration	10
Automatic extraction of inventive information out of patent texts in support of manufacturing design studies using Natural Languages Processing	10
A quality improvement method for complex component fine manufacturing based on terminal laser beam deflection compensation	9
Correction to: Intelligent monitoring of multi-axis robots for online diagnostics of unknown arm deviations	9
Q-learning-based multi-objective particle swarm optimization with local search within factories for energy-efficient distributed flow-shop scheduling problem	9
Smart process mapping of powder bed fusion additively manufactured metallic wicks using surrogate modeling	9
Integrated scheduling of production, inventory and imperfect maintenance based on mutual feedback of supplier and demander in distributed environment	9
Fast and efficient computing for deep learning-based defect detection models in lightweight devices	9
Automated surface defect detection framework using machine vision and convolutional neural networks	9
Efficient quality variable prediction of industrial process via fuzzy neural network with lightweight structure	9
Multiple operational mode prediction at milling tool-tip based on transfer learning	9
Group teaching optimization algorithm with information sharing for numerical optimization and engineering optimization	9