Journal of Intelligent Manufacturing

Article	Citations
Engineering and evaluating an unsupervised predictive maintenance solution: a cold-forming press case-study	163
GAN-based statistical modeling with adaptive schemes for surface defect inspection of IC metal packages	148
High-precision point cloud registration system of multi-view industrial self-similar workpiece based on super-point space guidance	138
BCTMSSF: a blockchain consensus-based traceability method for supply chain in smart factory	122
Revolutionizing sheet metal stamping through industry 5.0 digital twins: a comprehensive review	94
CD3IS: cross dimensional 3D instance segmentation network for production workshop	93
A feature extraction method for intelligent chatter detection in the milling process	90
Demand forecasting application with regression and artificial intelligence methods in a construction machinery company	90
Multi-objective optimisation of ultrasonically welded dissimilar joints through machine learning	88
A path planning algorithm for PCB surface quality automatic inspection	86
Improved multi-core arithmetic optimization algorithm-based ensemble mutation for multidisciplinary applications	84
Trustworthy and intelligent fault diagnosis with effective denoising and evidential stacked GRU neural network	79
A multisensory time-frequency features fusion method for rotating machinery fault diagnosis under nonstationary case	76
Process parameter optimization for reproducible fabrication of layer porosity quality of 3D-printed tissue scaffold	62
Towards scalable and reusable predictive models for cyber twins in manufacturing systems	59
Flexible and robust detection for assembly automation with YOLOv5: a case study on HMLV manufacturing line	57
Evaluation of data augmentation and loss functions in semantic image segmentation for drilling tool wear detection	57
Synthetic data generation using finite element method to pre-train an image segmentation model for defect detection using infrared thermography	56
Variability-enhanced knowledge-based engineering (VEN) for reconfigurable molds	53
Multi-level joint distributed alignment-based domain adaptation for cross-scenario strip defect recognition	51
Remaining useful life prediction of milling cutters based on long-term data sequence and parallel fully convolutional feature learning	51
A thermo-mechanical machining method for improving the accuracy and stability of the geometric shape of long low-rigidity shafts	49
Improving surface quality in selective laser melting based tool making	48
The effects of role transitions and adaptation in human–cobot collaboration	42
Self learning-empowered thermal error control method of precision machine tools based on digital twin	42

Optimal droplet transfer mode maintenance for wire + arc additive manufacturing (WAAM) based on deep learning	41
Instant flow distribution network optimization in liquid composite molding using deep reinforcement learning	41
Edge-fog-cloud hybrid collaborative computing solution with an improved parallel evolutionary strategy for enhancing tasks offloading efficiency in intelligent manufacturing workshops	41
Multi-channel anomaly detection using graphical models	40
Temporal anomaly detection on IIoT-enabled manufacturing	38
Retraction Note: Visual sensor intelligent module based image transmission in industrial manufacturing for monitoring and manipulation problems	37
AutoML-driven diagnostics of the feeder motor in fused filament fabrication machines from direct current signals	37
Improving imbalanced industrial datasets to enhance the accuracy of mechanical property prediction and process optimization for strip steel	37
Welding monitoring and defect detection using probability density distribution and functional nonparametric kernel classifier	37
Effect and control of path parameters on thickness distribution of cylindrical cups formed via multi-pass conventional spinning	36
Digital twin for product versus project lifecycles’ development in manufacturing and construction industries	36
Lightweight convolutional neural network for fast visual perception of storage location status in stereo warehouse	36
Optimization of laser annealing parameters based on bayesian reinforcement learning	36
A predictive modelling strategy for warpage and shrinkage defects in plastic injection molding using fuzzy logic and pattern search optimization	35
A novel micro-defect classification system based on attention enhancement	34
A virtual sensor for backlash in robotic manipulators	34
Transformation of a rolling mill aggregate to a cyber physical production system: from sensor retrofitting to machine learning	33
A systematic mapping of semi-formal and formal methods in requirements engineering of industrial Cyber-Physical systems	32
Warpage detection in 3D printing of polymer parts: a deep learning approach	32
Measuring manufacturing system complexity: a literature review	31
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	31
Gaussian-process based modeling and optimal control of melt-pool geometry in laser powder bed fusion	31
Research on digital twin monitoring system for large complex surface machining	31
Data-driven product configuration improvement and product line restructuring with text mining and multitask learning	30
Multi-layer edge resource placement optimization for factories	30
A review and classification of manufacturing ontologies	29
Autonomous self-healing mechanism for a CNC milling machine based on pattern recognition	28
Switching strategy-based hybrid evolutionary algorithms for job shop scheduling problems	28
Voxel-based sensor placement for additive manufacturing applications	28
On the role of complexity in machining time estimation	28
An innovative hybrid algorithm for bound-unconstrained optimization problems and applications	27
Artificial intelligence systems for tool condition monitoring in machining: analysis and critical review	27
Analysis of models for IoT-driven predictive maintenance under constraints in the case of the biopharmaceutical industry	27
Comprehensive learning Jaya algorithm for engineering design optimization problems	27
Digital twin and predictive quality solution for insulated glass line	27
The 3D narrow butt weld seam detection system based on the binocular consistency correction	26
Research on salient object detection algorithm for complex electrical components	26
A real spatial–temporal attention denoising network for nugget quality detection in resistance spot weld	25
Leveraging computer vision towards high-efficiency autonomous industrial facilities	25
Evaluation of process planning in manufacturing by a neural network based on an energy definition of hopfield nets	25
Digital Twin and web services for robotic deburring in intelligent manufacturing	25
New metrics for measuring supply chain reconfigurability	25
A hierarchical ensemble causal structure learning approach for wafer manufacturing	25
Casting plate defect detection using motif discovery with minimal model training and small data sets	25
A fast spatio-temporal temperature predictor for vacuum assisted resin infusion molding process based on deep machine learning modeling	25
Flexible dual-mode sensor with accurate contact pressure sensing and contactless distance detection functions for robotic perception	24
An approach for designing smart manufacturing for the research and development of dye-sensitize solar cell	24
Recent advances in human–robot interaction: robophobia or synergy	24
An end-to-end welding defect detection approach based on titanium alloy time-of-flight diffraction images	23
A machining feature recognition approach based on hierarchical neural network for multi-feature point cloud models	23

A normal weld recognition method for time-of-flight diffraction detection based on generative adversarial network	23
Machine learning approach to packaging compatibility testing in the new product development process	23
Digital Twin-based manufacturing system: a survey based on a novel reference model	22
Multi-stage few-shot micro-defect detection of patterned OLED panel using defect inpainting and multi-scale Siamese neural network	22
A framework for fault detection and diagnostics of articulated collaborative robots based on hybrid series modelling of Artificial Intelligence algorithms	22
A reference framework for the digital twin smart factory based on cloud-fog-edge computing collaboration	22
Root cause analysis of an out-of-control process using a logical analysis of data regression model and exponential weighted moving average	21
Image deep learning in fault diagnosis of mechanical equipment	21
Enhanced detection of diverse defects by developing lighting strategies using multiple light sources based on reinforcement learning	21
Deep learning for machine health prognostics using Kernel-based feature transformation	20
Object detection for blind inspection of industrial products based on neural architecture search	20
Random convolution layer: an auxiliary method to improve fault diagnosis performance	20
Concurrent nonstationary process analysis model and its application in nonstationary process monitoring	20
Review of image segmentation techniques for layup defect detection in the Automated Fiber Placement process	20
Building digital-twin virtual machining for milling chatter detection based on VMD, synchro-squeeze wavelet, and pre-trained network CNNs with vibration signals	20
Indirect porosity detection and root-cause identification in WAAM	20
Online simulation task scheduling in cloud manufacturing with cross attention and deep reinforcement learning	20
A review of the bat algorithm and its varieties for industrial applications	19
Novel method for detection of mixed-type defect patterns in wafer maps based on a single shot detector algorithm	19
A digital twin-assisted deep transfer learning method towards intelligent thermal error modeling of electric spindles	19
Spatiotemporal analysis of powder bed fusion melt pool monitoring videos using deep learning	19
RFID systems optimisation through the use of a new RFID network planning algorithm to support the design of receiving gates	19
Spatial–temporal out-of-order execution for advanced planning and scheduling in cyber-physical factories	19
Smart sheet metal forming: importance of data acquisition, preprocessing and transformation on the performance of a multiclass support vector machine for predicting wear states during blanking	19
Improving the functional performances for product family by mining online reviews	18
A smart process controller framework for Industry 4.0 settings	18
The integrated process planning and scheduling of flexible job-shop-type remanufacturing systems using improved artificial bee colony algorithm	18
Energy-time tradeoffs for remanufacturing system scheduling using an invasive weed optimization algorithm	18
Systematic comparison of software agents and Digital Twins: differences, similarities, and synergies in industrial production	18
Automatic quality inspection in additive manufacturing using semi-supervised deep learning	18
Automatic selection system of the building orientation based on double-layer priority aggregation multi-attribute decision-making	17
A fuzzy multi-criteria approach based on Clarke and Wright savings algorithm for vehicle routing problem in humanitarian aid distribution	17
Imbalanced fault diagnosis based on semi-supervised ensemble learning	17
A review of motion planning algorithms for intelligent robots	17
Multi-agent reinforcement learning based on graph convolutional network for flexible job shop scheduling	17
Enhancing wisdom manufacturing as industrial metaverse for industry and society 5.0	17
A review of machine learning techniques for process and performance optimization in laser beam powder bed fusion additive manufacturing	17
Failure prediction in production line based on federated learning: an empirical study	16
A novel machine learning algorithm for interval systems approximation based on artificial neural network	16
Investigating the influence of fidelity on the capability of a digital twin to detect material extrusion failures	16
Modular production control using deep reinforcement learning: proximal policy optimization	16
Development of a surrogate model for high-fidelity laser powder-bed fusion using tensor train and gaussian process regression	16
Robust-stable scheduling in dynamic flow shops based on deep reinforcement learning	16
Reference training system for intelligent manufacturing talent education: platform construction and curriculum development	16
Optimization of injection molding process using multi-objective bayesian optimization and constrained generative inverse design networks	16
The multisensor information fusion-based deep learning model for equipment health monitor integrating subject matter expert knowledge	15
Conceptualizing the digital thread for smart manufacturing: a systematic literature review	15
Optimization of processing parameters for waterjet-guided laser machining of SiC/SiC composites	15
A digital apprentice for chatter detection in machining via human–machine interaction	15
Survey on ontology-based explainable AI in manufacturing	15
Enterprise and service−level scheduling of robot production services in cloud manufacturing with deep reinforcement learning	15
Managing product-inherent constraints with artificial intelligence: production control for time constraints in semiconductor manufacturing	15
Machine learning for multi-dimensional optimisation and predictive visualisation of laser machining	15
Deep reinforcement learning-based energy-aware disassembly planning for end-of-life products with stimuli-activated self-disassembly	14
Modelling and condition-based control of a flexible and hybrid disassembly system with manual and autonomous workstations using reinforcement learning	14
Correction: Detecting and classifying hidden defects in additively manufactured parts using deep learning and X-ray computed tomography	14
Adaptive servo system for die-sinking micro-EDM driven by deep Q-network with online-offline combined data	14
Deep learning-based conductive particle inspection for TFT-LCDs inspired by parametric space envelope	14
A digital twin-driven cutting force adaptive control approach for milling process	14
Machine learning-based non-destructive method for identifying defect causes in OLED displays to enhance productivity	14
Optimization of buffer design for mixed-model sequential production line based on simulation and reinforcement learning	14
A data-driven method for performance analysis and improvement in production systems with quality inspection	14
Predicting the number of printed cells during inkjet-based bioprinting process based on droplet velocity profile using machine learning approaches	14
An intelligent prediction method of surface residual stresses based on multi-source heterogeneous data	14
From framework to industrial implementation: the digital twin in process planning	14
A high-precision in-situ monitoring system for laser directed energy deposition melt pool 3D morphology based on deep learning	14
Development of a cascaded multitask physics-informed neural network (CM-PINN) to construct the muti-physical field model of rubber bushing press fitting	14
Intelligent monitoring of multi-axis robots for online diagnostics of unknown arm deviations	14
CENet: improve counting performance of X-ray surface mounted chip counter via scale favor and cell extraction	14
Acoustic emission reflection signal classification of PVDF-type AE sensor using convolutional neural network-transfer learning	14
A bilevel optimisation model for the joint configuration of new and remanufactured products considering specification upgrading of used products	13
Automated porosity segmentation in laser powder bed fusion part using computed tomography: a validity study	13
An adaptive fault detection and root-cause analysis scheme for complex industrial processes using moving window KPCA and information geometric causal inference	13
Digital twin-based real-time energy optimization method for production line considering fault disturbances	13
MWRSPCA: online fault monitoring based on moving window recursive sparse principal component analysis	13
Design patterns of deep reinforcement learning models for job shop scheduling problems	13
Intelligent hierarchical compensation method for industrial robot positioning error based on compound branch neural network automatic creation	13
Cyber-physical systems: a bibliometric analysis of literature	12
A new effective decoupling method to identify the tracking errors of the motion axes of the five-axis machine tools	12
Regenerative scheduling problem in engineer to order manufacturing: an economic assessment	12

Appending-inspired multivariate time series association fusion for tool condition monitoring	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
Combining physics-based and data-driven methods in metal stamping	12
Developing an artificial neural network controller for accelerating the hot deformation of the titanium aluminide TNM-B1 using reinforcement learning and finite element simulations	12
Multicriteria task classification in human-robot collaborative assembly through fuzzy inference	12
A control architecture for continuous production processes based on industry 4.0: water supply systems application	11
Collaborative approaches in sustainable and resilient manufacturing	11
Hybrid data augmentation method for combined failure recognition in rotating machines	11
A survey on HoloLens AR in support of human-centric intelligent manufacturing	11
Investigation on eXtreme Gradient Boosting for cutting force prediction in milling	11
Towards industry 4.0 in practice: a novel RFID-based intelligent system for monitoring and optimisation of production systems	11
Conductive particle detection via efficient encoder–decoder network	11
A signal-to-image fault classification method based on multi-sensor data for robotic grinding monitoring	11
Machine learning guided design of experiments to accelerate exploration of a material extrusion process parameter space	11
Exploring the applications of natural language processing and language models for production, planning, and control activities of SMEs in industry 4.0: a systematic literature review	11
Autoencoder-based anomaly detection of industrial robot arm using stethoscope based internal sound sensor	11
Wafer map defect recognition based on multi-scale feature fusion and attention spatial pyramid pooling	11
Deformation by design: data-driven approach to predict and modify deformation in thin Ti-6Al-4V sheets using laser peen forming	11
Stability modeling for chatter avoidance in self-aware machining: an application of physics-guided machine learning	10
Multi-modal background-aware for defect semantic segmentation with limited data	10
Nash equilibrium as a tool for the Car Sequencing Problem 4.0	10
A texture-aware one-stage fabric defect detection network with adaptive feature fusion and multi-task training	10
Efficient textile anomaly detection via memory guided distillation network	10
Towards real-time in-situ monitoring of hot-spot defects in L-PBF: a new classification-based method for fast video-imaging data analysis	10
Optimization framework of laser oscillation welding based on a deep predictive reward reinforcement learning net	10
A novel automatic classification approach for micro-flaws on the large-aperture optics surface based on multi-light source fusion and integrated deep learning architecture	10
Development of a mobile 3D printer and comparative evaluation against traditional gantry systems	10
Genetic algorithm optimization based on manufacturing prediction for an efficient tolerance allocation approach	10
Monitoring and control framework for intelligent real-time optimization of printing sequence of powder bed fusion	10
Simulation-based metaheuristic optimization algorithm for material handling	10
Generative adversarial networks and hessian locally linear embedding for geometric variations management in manufacturing	10
Attention mechanism and texture contextual information for steel plate defects detection	10
A novel tolerance geometric method based on machine learning	9
Editorial: intelligent manufacturing systems towards industry 4.0 era	9
Cross-domain fusion and embedded refinement-based 6D object pose tracking on textureless objects	9
Predicting part distortion field in additive manufacturing: a data-driven framework	9
Augmented arithmetic optimization algorithm using opposite-based learning and lévy flight distribution for global optimization and data clustering	9
Reinforcement learning for sustainability enhancement of production lines	9
Competing refurbishment in a supply chain with different selling modes	9
Integrated circuit probe card troubleshooting based on rough set theory for advanced quality control and an empirical study	9
On reliability of reinforcement learning based production scheduling systems: a comparative survey	9
Context-sensitive lexicon for imbalanced text sentiment classification using bidirectional LSTM	9
In-process prediction of weld penetration depth using machine learning-based molten pool extraction technique in tungsten arc welding	9
Automatic root cause analysis in manufacturing: an overview & conceptualization	9
Coupling of an analytical rolling model and reinforcement learning to design pass schedules: towards properties controlled hot rolling	9
An accuracy and performance-oriented accurate digital twin modeling method for precision microstructures	9
A chip inspection system based on a multiscale subarea attention network	9
Using GANs to predict milling stability from limited data	9
A transfer regression network-based adaptive calibration method for remaining useful life prediction considering individual discrepancies in the degradation process of machinery	9
Methodology for complexity and cost comparison between subtractive and additive manufacturing processes	9
Improved wafer map defect pattern classification using automatic data augmentation based lightweight encoder network in contrastive learning	8
Sheet resistance prediction of laser induced graphitic carbon with transformer encoder-enabled contrastive learning	8
Real-time monitoring of molten zinc splatter using machine learning-based computer vision	8
Heterogeneous demand–capacity synchronization for smart assembly cell line based on artificial intelligence-enabled IIoT	8
Automatic high-frequency induction brazing through an ensembled detection with heterogenous sensor measurements	8
Current status, challenges and opportunities of sustainable ultra-precision manufacturing	8
Collaborative knowledge management to identify data analytics opportunities in additive manufacturing	8
Selecting subsets of source data for transfer learning with applications in metal additive manufacturing	8
Rule-based visualization of faulty process conditions in the die-casting manufacturing	8
Machining tool identification utilizing temporal 3D point clouds	8
Process monitoring and machine learning for defect detection in laser-based metal additive manufacturing	8
A kind of intelligent dynamic industrial event knowledge graph and its application in process stability evaluation	8
Combining human guidance and structured task execution during physical human–robot collaboration	8
Use of machine learning models in condition monitoring of abrasive belt in robotic arm grinding process	8
Semi-supervised learning for steel surface inspection using magnetic flux leakage signal	8
A framework and method for equipment digital twin dynamic evolution based on IExATCN	8
Neural lumped parameter differential equations with application in friction-stir processing	8
Data-driven prediction of keyhole features in metal additive manufacturing based on physics-based simulation	8
NG-Net: No-Grasp annotation grasp detection network for stacked scenes	8
Scheduling of a class of partial routing FMS in uncertain environments with beam search	8
Global receptive field graph attention network for unsupervised domain adaptation fault diagnosis in variable operating conditions	8
A dual-attention feature fusion network for imbalanced fault diagnosis with two-stream hybrid generated data	7
Intelligent control system for 3D inkjet printing	7
Interpolation-based virtual sample generation for surface roughness prediction	7
Data-driven dynamic causality analysis of industrial systems using interpretable machine learning and process mining	7
In-situ monitoring laser based directed energy deposition process with deep convolutional neural network	7
Multi-product scheduling through process mining: bridging optimization and machine process intelligence	7
High speed neuromorphic vision-based inspection of countersinks in automated manufacturing processes	7
A multi-task effectiveness metric and an adaptive co-training method for enhancing learning performance with few samples	7
A Smart system in Manufacturing with Mass Personalization (S-MMP) for blueprint and scenario driven by industrial model transformation	7
Comparison and explanation of data-driven modeling for weld quality prediction in resistance spot welding	7
Federated learning-based collaborative manufacturing for complex parts	7
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	7
Machine-learning based process monitoring for automated composites manufacturing	7
In situ quality inspection with layer-wise visual images based on deep transfer learning during selective laser melting	7
Explainable artificial intelligence and multi-stage transfer learning for injection molding quality prediction	7
Part machining feature recognition based on a deep learning method	7
Reinforcement learning applications to machine scheduling problems: a comprehensive literature review	7
Machine learning and deep learning based predictive quality in manufacturing: a systematic review	7
Maintenance optimization for a multi-unit system with digital twin simulation	7
SPRBF-ABLS: a novel attention-based broad learning systems with sparse polynomial-based radial basis function neural networks	7
A deep learning framework for layer-wise porosity prediction in metal powder bed fusion using thermal signatures	7
An automatic calibration algorithm for laser vision sensor in robotic autonomous welding system	7
Hyper-automation in manufacturing industry	7
Machining accuracy prediction and adaptive compensation method of CNC machine tool under absence of machining process sensing	7