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	94
In-situ evaluation of hole quality and cutting tool condition in robotic drilling of composite materials using machine learning	93
CD3IS: cross dimensional 3D instance segmentation network for production workshop	90
Revolutionizing sheet metal stamping through industry 5.0 digital twins: a comprehensive review	90
A feature extraction method for intelligent chatter detection in the milling process	88
Demand forecasting application with regression and artificial intelligence methods in a construction machinery company	86
Multi-objective optimisation of ultrasonically welded dissimilar joints through machine learning	84
A path planning algorithm for PCB surface quality automatic inspection	79
Improved multi-core arithmetic optimization algorithm-based ensemble mutation for multidisciplinary applications	76
Trustworthy and intelligent fault diagnosis with effective denoising and evidential stacked GRU neural network	62
A multisensory time-frequency features fusion method for rotating machinery fault diagnosis under nonstationary case	59
Process parameter optimization for reproducible fabrication of layer porosity quality of 3D-printed tissue scaffold	57
Towards scalable and reusable predictive models for cyber twins in manufacturing systems	57
Evaluation of data augmentation and loss functions in semantic image segmentation for drilling tool wear detection	56
Synthetic data generation using finite element method to pre-train an image segmentation model for defect detection using infrared thermography	51
Flexible and robust detection for assembly automation with YOLOv5: a case study on HMLV manufacturing line	51
Variability-enhanced knowledge-based engineering (VEN) for reconfigurable molds	49
Remaining useful life prediction of milling cutters based on long-term data sequence and parallel fully convolutional feature learning	48
A thermo-mechanical machining method for improving the accuracy and stability of the geometric shape of long low-rigidity shafts	42
Multi-level joint distributed alignment-based domain adaptation for cross-scenario strip defect recognition	42
The effects of role transitions and adaptation in human–cobot collaboration	41
Improving surface quality in selective laser melting based tool making	41

Self learning-empowered thermal error control method of precision machine tools based on digital twin	41
Instant flow distribution network optimization in liquid composite molding using deep reinforcement learning	40
Optimal droplet transfer mode maintenance for wire + arc additive manufacturing (WAAM) based on deep learning	38
Temporal anomaly detection on IIoT-enabled manufacturing	37
Edge-fog-cloud hybrid collaborative computing solution with an improved parallel evolutionary strategy for enhancing tasks offloading efficiency in intelligent manufacturing workshops	37
Multi-channel anomaly detection using graphical models	37
Welding monitoring and defect detection using probability density distribution and functional nonparametric kernel classifier	37
Retraction Note: Visual sensor intelligent module based image transmission in industrial manufacturing for monitoring and manipulation problems	36
AutoML-driven diagnostics of the feeder motor in fused filament fabrication machines from direct current signals	36
Improving imbalanced industrial datasets to enhance the accuracy of mechanical property prediction and process optimization for strip steel	36
Effect and control of path parameters on thickness distribution of cylindrical cups formed via multi-pass conventional spinning	35
Digital twin for product versus project lifecycles’ development in manufacturing and construction industries	34
Optimization of laser annealing parameters based on bayesian reinforcement learning	33
Lightweight convolutional neural network for fast visual perception of storage location status in stereo warehouse	32
Transformation of a rolling mill aggregate to a cyber physical production system: from sensor retrofitting to machine learning	31
A predictive modelling strategy for warpage and shrinkage defects in plastic injection molding using fuzzy logic and pattern search optimization	31
A novel micro-defect classification system based on attention enhancement	31
A virtual sensor for backlash in robotic manipulators	31
A systematic mapping of semi-formal and formal methods in requirements engineering of industrial Cyber-Physical systems	30
Warpage detection in 3D printing of polymer parts: a deep learning approach	30
Gaussian-process based modeling and optimal control of melt-pool geometry in laser powder bed fusion	29
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	28
Research on digital twin monitoring system for large complex surface machining	28
Measuring manufacturing system complexity: a literature review	28
A review and classification of manufacturing ontologies	27
Data-driven product configuration improvement and product line restructuring with text mining and multitask learning	27
Voxel-based sensor placement for additive manufacturing applications	27
Multi-layer edge resource placement optimization for factories	27
Autonomous self-healing mechanism for a CNC milling machine based on pattern recognition	26
Research on salient object detection algorithm for complex electrical components	25
Switching strategy-based hybrid evolutionary algorithms for job shop scheduling problems	25
The 3D narrow butt weld seam detection system based on the binocular consistency correction	25
Digital twin and predictive quality solution for insulated glass line	25
A fast spatio-temporal temperature predictor for vacuum assisted resin infusion molding process based on deep machine learning modeling	25
On the role of complexity in machining time estimation	25
Analysis of models for IoT-driven predictive maintenance under constraints in the case of the biopharmaceutical industry	25
Leveraging computer vision towards high-efficiency autonomous industrial facilities	24
New metrics for measuring supply chain reconfigurability	24
Casting plate defect detection using motif discovery with minimal model training and small data sets	24
A real spatial–temporal attention denoising network for nugget quality detection in resistance spot weld	23
Evaluation of process planning in manufacturing by a neural network based on an energy definition of hopfield nets	23
Digital Twin and web services for robotic deburring in intelligent manufacturing	23
A hierarchical ensemble causal structure learning approach for wafer manufacturing	23
An approach for designing smart manufacturing for the research and development of dye-sensitize solar cell	22
Flexible dual-mode sensor with accurate contact pressure sensing and contactless distance detection functions for robotic perception	22
Recent advances in human–robot interaction: robophobia or synergy	22
Machine learning approach to packaging compatibility testing in the new product development process	22
A normal weld recognition method for time-of-flight diffraction detection based on generative adversarial network	21
An end-to-end welding defect detection approach based on titanium alloy time-of-flight diffraction images	21
A machining feature recognition approach based on hierarchical neural network for multi-feature point cloud models	21

Enhanced detection of diverse defects by developing lighting strategies using multiple light sources based on reinforcement learning	20
A reference framework for the digital twin smart factory based on cloud-fog-edge computing collaboration	20
Image deep learning in fault diagnosis of mechanical equipment	20
Digital Twin-based manufacturing system: a survey based on a novel reference model	20
Root cause analysis of an out-of-control process using a logical analysis of data regression model and exponential weighted moving average	20
Multi-stage few-shot micro-defect detection of patterned OLED panel using defect inpainting and multi-scale Siamese neural network	20
A framework for fault detection and diagnostics of articulated collaborative robots based on hybrid series modelling of Artificial Intelligence algorithms	20
Random convolution layer: an auxiliary method to improve fault diagnosis performance	19
Concurrent nonstationary process analysis model and its application in nonstationary process monitoring	19
Object detection for blind inspection of industrial products based on neural architecture search	19
Deep learning for machine health prognostics using Kernel-based feature transformation	19
Indirect porosity detection and root-cause identification in WAAM	19
Building digital-twin virtual machining for milling chatter detection based on VMD, synchro-squeeze wavelet, and pre-trained network CNNs with vibration signals	19
Review of image segmentation techniques for layup defect detection in the Automated Fiber Placement process	19
RFID systems optimisation through the use of a new RFID network planning algorithm to support the design of receiving gates	18
A review of the bat algorithm and its varieties for industrial applications	18
Spatiotemporal analysis of powder bed fusion melt pool monitoring videos using deep learning	18
Online simulation task scheduling in cloud manufacturing with cross attention and deep reinforcement learning	18
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	18
A digital twin-assisted deep transfer learning method towards intelligent thermal error modeling of electric spindles	18
Artificial intelligence systems for tool condition monitoring in machining: analysis and critical review	17
An intelligent prediction method of surface residual stresses based on multi-source heterogeneous data	17
Novel method for detection of mixed-type defect patterns in wafer maps based on a single shot detector algorithm	17
Large scale foundation models for intelligent manufacturing applications: a survey	17
CENet: improve counting performance of X-ray surface mounted chip counter via scale favor and cell extraction	17
Predicting the number of printed cells during inkjet-based bioprinting process based on droplet velocity profile using machine learning approaches	17
Deep learning-based conductive particle inspection for TFT-LCDs inspired by parametric space envelope	17
Acoustic emission reflection signal classification of PVDF-type AE sensor using convolutional neural network-transfer learning	16
Energy-time tradeoffs for remanufacturing system scheduling using an invasive weed optimization algorithm	16
Digital twin-based real-time energy optimization method for production line considering fault disturbances	16
Systematic comparison of software agents and Digital Twins: differences, similarities, and synergies in industrial production	16
Automatic quality inspection in additive manufacturing using semi-supervised deep learning	16
A digital twin-driven cutting force adaptive control approach for milling process	16
Improving the functional performances for product family by mining online reviews	16
A smart process controller framework for Industry 4.0 settings	16
Automatic selection system of the building orientation based on double-layer priority aggregation multi-attribute decision-making	15
Enhancing wisdom manufacturing as industrial metaverse for industry and society 5.0	15
Multi-agent reinforcement learning based on graph convolutional network for flexible job shop scheduling	15
A review of motion planning algorithms for intelligent robots	15
Imbalanced fault diagnosis based on semi-supervised ensemble learning	15
The integrated process planning and scheduling of flexible job-shop-type remanufacturing systems using improved artificial bee colony algorithm	15
A fuzzy multi-criteria approach based on Clarke and Wright savings algorithm for vehicle routing problem in humanitarian aid distribution	15
A review of machine learning techniques for process and performance optimization in laser beam powder bed fusion additive manufacturing	15
Optimization of injection molding process using multi-objective bayesian optimization and constrained generative inverse design networks	14
Reference training system for intelligent manufacturing talent education: platform construction and curriculum development	14
Robust-stable scheduling in dynamic flow shops based on deep reinforcement learning	14
Conceptualizing the digital thread for smart manufacturing: a systematic literature review	14
Optimization of processing parameters for waterjet-guided laser machining of SiC/SiC composites	14
Deep reinforcement learning-based energy-aware disassembly planning for end-of-life products with stimuli-activated self-disassembly	14
Development of a surrogate model for high-fidelity laser powder-bed fusion using tensor train and gaussian process regression	14
Modular production control using deep reinforcement learning: proximal policy optimization	14
A digital apprentice for chatter detection in machining via human–machine interaction	14
Survey on ontology-based explainable AI in manufacturing	14
Enterprise and service−level scheduling of robot production services in cloud manufacturing with deep reinforcement learning	14
Managing product-inherent constraints with artificial intelligence: production control for time constraints in semiconductor manufacturing	14
A novel machine learning algorithm for interval systems approximation based on artificial neural network	14
Failure prediction in production line based on federated learning: an empirical study	14
Investigating the influence of fidelity on the capability of a digital twin to detect material extrusion failures	14
The multisensor information fusion-based deep learning model for equipment health monitor integrating subject matter expert knowledge	14
From framework to industrial implementation: the digital twin in process planning	14
Machine learning-based non-destructive method for identifying defect causes in OLED displays to enhance productivity	13
A data-driven method for performance analysis and improvement in production systems with quality inspection	13
Modelling and condition-based control of a flexible and hybrid disassembly system with manual and autonomous workstations using reinforcement learning	13
Optimization of buffer design for mixed-model sequential production line based on simulation and reinforcement learning	13
Development of a cascaded multitask physics-informed neural network (CM-PINN) to construct the muti-physical field model of rubber bushing press fitting	13
A high-precision in-situ monitoring system for laser directed energy deposition melt pool 3D morphology based on deep learning	13
Correction: Detecting and classifying hidden defects in additively manufactured parts using deep learning and X-ray computed tomography	13
Optimizing electrohydrodynamic direct-writing with multilayer perceptron: accurate and efficient predictions of jet profiles	12
Intelligent monitoring of multi-axis robots for online diagnostics of unknown arm deviations	12
Six-dimensional digital twin modeling and software platform design for complex industrial systems	12
Switch ON/OFF learning of one-dimensional convolutional neural network and one-dimensional generative adversarial network for fault detection	12
Simulation of semiconductor wafer dicing induced faults on chips and their application as augmentation method for a deep learning based visual inspection system	12
Adaptive servo system for die-sinking micro-EDM driven by deep Q-network with online-offline combined data	12
A bilevel optimisation model for the joint configuration of new and remanufactured products considering specification upgrading of used products	11
Combining physics-based and data-driven methods in metal stamping	11
A new effective decoupling method to identify the tracking errors of the motion axes of the five-axis machine tools	11
Multicriteria task classification in human-robot collaborative assembly through fuzzy inference	11
Design patterns of deep reinforcement learning models for job shop scheduling problems	11
Intelligent hierarchical compensation method for industrial robot positioning error based on compound branch neural network automatic creation	11
Automated porosity segmentation in laser powder bed fusion part using computed tomography: a validity study	11

Developing an artificial neural network controller for accelerating the hot deformation of the titanium aluminide TNM-B1 using reinforcement learning and finite element simulations	11
An adaptive fault detection and root-cause analysis scheme for complex industrial processes using moving window KPCA and information geometric causal inference	11
Cyber-physical systems: a bibliometric analysis of literature	11
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	11
Appending-inspired multivariate time series association fusion for tool condition monitoring	11
Machine learning guided design of experiments to accelerate exploration of a material extrusion process parameter space	10
Deformation by design: data-driven approach to predict and modify deformation in thin Ti-6Al-4V sheets using laser peen forming	10
Investigation on eXtreme Gradient Boosting for cutting force prediction in milling	10
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	10
Conductive particle detection via efficient encoder–decoder network	10
Wafer map defect recognition based on multi-scale feature fusion and attention spatial pyramid pooling	10
A signal-to-image fault classification method based on multi-sensor data for robotic grinding monitoring	10
Autoencoder-based anomaly detection of industrial robot arm using stethoscope based internal sound sensor	10
Collaborative approaches in sustainable and resilient manufacturing	10
Hybrid data augmentation method for combined failure recognition in rotating machines	10
A survey on HoloLens AR in support of human-centric intelligent manufacturing	10
Monitoring and control framework for intelligent real-time optimization of printing sequence of powder bed fusion	10
Towards industry 4.0 in practice: a novel RFID-based intelligent system for monitoring and optimisation of production systems	10
A control architecture for continuous production processes based on industry 4.0: water supply systems application	10
Multi-modal background-aware for defect semantic segmentation with limited data	9
Nash equilibrium as a tool for the Car Sequencing Problem 4.0	9
A texture-aware one-stage fabric defect detection network with adaptive feature fusion and multi-task training	9
Efficient textile anomaly detection via memory guided distillation network	9
A chip inspection system based on a multiscale subarea attention network	9
Stability modeling for chatter avoidance in self-aware machining: an application of physics-guided machine learning	9
Optimization framework of laser oscillation welding based on a deep predictive reward reinforcement learning net	9
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	9
Development of a mobile 3D printer and comparative evaluation against traditional gantry systems	9
Towards real-time in-situ monitoring of hot-spot defects in L-PBF: a new classification-based method for fast video-imaging data analysis	9
Integrated circuit probe card troubleshooting based on rough set theory for advanced quality control and an empirical study	9
Simulation-based metaheuristic optimization algorithm for material handling	9
Generative adversarial networks and hessian locally linear embedding for geometric variations management in manufacturing	9
Attention mechanism and texture contextual information for steel plate defects detection	9
Genetic algorithm optimization based on manufacturing prediction for an efficient tolerance allocation approach	9
Cross-domain fusion and embedded refinement-based 6D object pose tracking on textureless objects	9
An accuracy and performance-oriented accurate digital twin modeling method for precision microstructures	9
A transfer regression network-based adaptive calibration method for remaining useful life prediction considering individual discrepancies in the degradation process of machinery	8
Automatic root cause analysis in manufacturing: an overview & conceptualization	8
Competing refurbishment in a supply chain with different selling modes	8
In-process prediction of weld penetration depth using machine learning-based molten pool extraction technique in tungsten arc welding	8
Methodology for complexity and cost comparison between subtractive and additive manufacturing processes	8
Real-time monitoring of molten zinc splatter using machine learning-based computer vision	8
Data-driven prediction of keyhole features in metal additive manufacturing based on physics-based simulation	8
Using GANs to predict milling stability from limited data	8
Coupling of an analytical rolling model and reinforcement learning to design pass schedules: towards properties controlled hot rolling	8
Augmented arithmetic optimization algorithm using opposite-based learning and lévy flight distribution for global optimization and data clustering	8
Context-sensitive lexicon for imbalanced text sentiment classification using bidirectional LSTM	8
Machining tool identification utilizing temporal 3D point clouds	8
Development of an adaptive tool condition monitoring system: integration of case-based reasoning with CNN	8
Neural lumped parameter differential equations with application in friction-stir processing	8
Predicting part distortion field in additive manufacturing: a data-driven framework	8
Editorial: intelligent manufacturing systems towards industry 4.0 era	8
On reliability of reinforcement learning based production scheduling systems: a comparative survey	8
Reinforcement learning for sustainability enhancement of production lines	8
A kind of intelligent dynamic industrial event knowledge graph and its application in process stability evaluation	8
Process monitoring and machine learning for defect detection in laser-based metal additive manufacturing	8