Journal of Manufacturing Systems

Article	Citations
Reconfigurable flexible assembly model and implementation for cross-category products	1309
Digital twin based photogrammetry field-of-view evaluation and 3D layout optimisation for reconfigurable manufacturing systems	614
A new cause-mechanism independence estimation based cross-domain learning method for machining deformation prediction	590
Review of manufacturing system design in the interplay of Industry 4.0 and Industry 5.0 (Part II): Design processes and enablers	464
Demonstrating a Swarm Production lifecycle: A comprehensive multi-robot simulation approach	376
Digital twin technology in modern machining: A comprehensive review of research on machining errors	322
Bayesian neural networks for predicting quality in reclaimed waste sand for foundry applications	306
Towards perceptive assembly: Real-time full-field deformation twin perception method for large components under parametric load	220
Improved root cause analysis supporting resilient production systems	213
Multi-objective complex product assembly scheduling problem considering parallel team and worker skills	211
Real-time occlusion handling for augmented reality assistance assembly systems with monocular images	207
Knowledge graph-based manufacturing process planning: A state-of-the-art review	203
Machine learning approach in non-intrusive monitoring of tool wear evolution in massive CFRP automatic drilling processes in the aircraft industry	178
A dynamic artificial bee colony for fuzzy distributed energy-efficient hybrid flow shop scheduling with batch processing machines	170
From Nash Q-learning to nash-MADDPG: Advancements in multiagent control for multiproduct flexible manufacturing systems	162
Zero Defect Manufacturing: A complete guide for advanced and sustainable quality management	160
Deep reinforcement learning-based dynamic scheduling for resilient and sustainable manufacturing: A systematic review	152
Efficient stochastic parametric estimation for lithium-ion battery performance degradation tracking and prognosis	151
Data-driven carbon emission accounting for manufacturing systems based on meta-carbon-emission block	148
Joint production, inspection and maintenance control policies for deteriorating system under quality constraint	145
Enabling adaptability and resilience of a global production network: A model to evaluate capital and operational expenses of reconfigurable production systems	135
Methodology for the selection of manufacturing technology chains based on ecologic and economic performance indicators	135
A new visual-guided and partition-based multi-setup 3D printing system	132
Profile extraction and defect detection for stereolithography curing process based on multi-regularized tensor decomposition	130
On the feasibility of an integrated English wheel system	125

Manufacturing service capability prediction with Graph Neural Networks	124
Surface roughness prediction through GAN-synthesized power signal as a process signature	124
AEKD: Unsupervised auto-encoder knowledge distillation for industrial anomaly detection	123
Solving task scheduling problems in cloud manufacturing via attention mechanism and deep reinforcement learning	120
Ensuring additive manufacturing quality and cyber–physical security via side-channel measurements and transmissions	119
Dynamic scheduling of tasks in cloud manufacturing with multi-agent reinforcement learning	118
Towards smart layout design for a reconfigurable manufacturing system	116
Deep reinforcement learning for optimal planning of assembly line maintenance	116
A hybrid genetic tabu search algorithm for distributed flexible job shop scheduling problems	110
An LLM-based vision and language cobot navigation approach for Human-centric Smart Manufacturing	108
Architecture for data-centric and semantic-enhanced industrial metaverse: Bridging physical factories and virtual landscape	108
Advancing human-robot collaboration: Predicting operator trajectories through AI and infrared imaging	107
A vision-language-guided robotic action planning approach for ambiguity mitigation in human–robot collaborative manufacturing	104
Online quality inspection of resistance spot welding for automotive production lines	104
Evaluation of 5G-capable framework for highly mobile, scalable human-machine interfaces in cyber-physical production systems	102
Generative adversarial network for early-stage design flexibility in topology optimization for additive manufacturing	100
Deep neural network and meta-learning-based reactive sputtering with small data sample counts	100
Editorial Board	99
Machine identity authentication via unobservable fingerprinting signature: A functional data analysis approach for MQTT 5.0 protocol	99
An end-to-end big data analytics platform for IoT-enabled smart factories: A case study of battery module assembly system for electric vehicles	99
A causal based method for denoising non-homologous noises in time series manufacturing monitoring data	98
Editorial Board	96
A high-flexible multi-objective stochastic planning system based on nozzle-combined printing in display manufacturing	95
A multi-level action coupling reinforcement learning approach for online two-stage flexible assembly flow shop scheduling	94
Securing cyber-physical additive manufacturing systems by in-situ process authentication using streamline video analysis	93
A holistic sustainability framework for remanufacturing under uncertainty	93
Integrated Quality, Maintenance and Production model for multivariate processes: A Bayesian Approach	92
Optimisation of mixed-model assembly line balancing problem under uncertain demand	92
Role of additive manufacturing in medical application COVID-19 scenario: India case study	91
Integrated operation planning and process adjustment for optimum cost with attention to manufacturing quality and waste	90
Solving multi-objective hybrid flowshop lot-streaming scheduling with consistent and limited sub-lots via a knowledge-based memetic algorithm	89
A leanness assessment methodology based on neutrosophic DEMATEL	86
A support-design framework for Cooperative Robots systems in labor-intensive manufacturing processes	85
Optimizing burn-in and predictive maintenance for enhanced reliability in manufacturing systems: A two-unit series system approach	85
LogicLSTM: Logically-driven long short-term memory model for fault diagnosis in gearboxes	85
A multi-level adaptation scheme for hierarchical bearing fault diagnosis under variable working conditions	84
Functional state-space model for multi-channel autoregressive profiles with application in advanced manufacturing	83
Machine learning classification of surface fracture in ultra-precision diamond turning using CSI intensity map images	83
A novel MR remote collaboration system using 3D spatial area cue and visual notification	83
Parametrization of manual work in automotive assembly for wearable force sensing	82
A milling tool wear monitoring method with sensing generalization capability	80
Joint multi-objective dynamic scheduling of machine tools and vehicles in a workshop based on digital twin	77
A cascaded combination method for defect detection of metal gear end-face	76
Structural on-line control policy for collision and deadlock resolution in multi-AGV systems	76
A learning workflow based on an integrated digital toolkit to support education in manufacturing system engineering	75
A local manipulation path replanning algorithm on deformable linear objects for collisions resulted from model deviation	74
Evaluation framework of digital characteristics (DC) enhanced lubricant: Consideration of essential geometric features for hot-stamped components	74
CNN-based in situ tool wear detection: A study on model training and data augmentation in turning inserts	73
Employing deep reinforcement learning for machining process planning: An improved framework	73
A phased robotic assembly policy based on a PL-LSTM-SAC algorithm	71

Development of intelligent system to consider worker's comfortable work duration in assembly line work scheduling	70
A residual reinforcement learning method for robotic assembly using visual and force information	70
Development of a multidimensional conceptual model for job shop smart manufacturing scheduling from the Industry 4.0 perspective	69
Intention recognition-based human–machine interaction for mixed flow assembly	68
Graph neural networks-based scheduler for production planning problems using reinforcement learning	66
Collaborative production and predictive maintenance scheduling for flexible flow shop with stochastic interruptions and monitoring data	66
A semantic similarity computation method for virtual resources in cloud manufacturing environment based on information content	65
Erratum to “The HORSE framework: A reference architecture for cyber-physical systems in hybrid smart manufacturing” [J Manuf Sys 61 (2021) 461–494]	65
Digital twin-enabled robust production scheduling for equipment in degraded state	65
A supply chain disruption recovery strategy considering product change under COVID-19	64
A systematic framework for tackling anomalous pre-welding workpiece postures with regular butt joints based on prototype features	63
An experimental study on augmented reality assisted manual assembly with occluded components	63
Adopting extended reality? A systematic review of manufacturing training and teaching applications	63
Degradation stage classification via interpretable feature learning	63
Using evolutionary artificial neural networks in monitoring binary and polytomous logistic profiles	63
The progress and trend of digital twin research over the last 20 years: A bibliometrics-based visualization analysis	62
Leveraging small-scale datasets for additive manufacturing process modeling and part certification: Current practice and remaining gaps	62
A chance-constraint programming approach for a disassembly line balancing problem under uncertainty	62
A framework for designing a degradation-aware controller based on empirical estimation of the state–action cost and model predictive control	61
Joint optimization of feature sequences and toolpath strategies in multi-feature workpiece machining for minimizing energy consumption and processing time	61
Planning of multi-production line maintenance	60
Leveraging natural language processing and community detection for shaping manufacturing communities in social manufacturing	60
Point cloud self-supervised learning for machining feature recognition	59
Expanding the horizons of metal additive manufacturing: A comprehensive multi-objective optimization model incorporating sustainability for SMEs	57
Blockchain-based cloud-edge collaborative data management for human-robot collaboration digital twin system	56
PEN: Process Estimator neural Network for root cause analysis using graph convolution	56
Federated domain generalization for condition monitoring in ultrasonic metal welding	56
Physics-informed tool wear prediction in turning process: A thermo-mechanical wear-included force model integrated with machine learning	56
Effective dispatching rules mining based on near-optimal schedules in intelligent job shop environment	55
Functional healthy state evaluation approach for manufacturing systems considering imperfect inspection based on extended stochastic flow network	55
Multi-objective optimization and innovization-based knowledge discovery of sustainable machining process	55
Workforce planning and production scheduling in a reconfigurable manufacturing system facing the COVID-19 pandemic	55
Human-cyber-physical system for operation in nuclear reactor possessing asymmetric multi-task learning-based predicting framework	55
Intelligent STEP-NC-compliant setup planning method	55
Prediction of per-batch yield rates in production based on maximum likelihood estimation of per-machine yield rates	55
A methodology for data-driven adjustment of variation propagation models in multistage manufacturing processes	54
A human-centric framework for robotic task learning and optimization	54
A distributed physical architecture and data-based scheduling method for smart factory based on intelligent agents	54
A multi-agent system simulation based approach for collision avoidance in integrated Job-Shop Scheduling Problem with transportation tasks	53
Neural agent-based production planning and control: An architectural review	53
Digital twin-driven centering process optimization for high-precision glass lens	53
A digital-twin visualized architecture for Flexible Manufacturing System	52
Learning digital emulators for closed architecture machine tool controllers	52
A novel data augmentation framework for remaining useful life estimation with dense convolutional regression network	52
Enabling predictive maintenance integrated production scheduling by operation-specific health prognostics with generative deep learning	52
Optimal process planning for hybrid additive–subtractive manufacturing using recursive volume decomposition with decision criteria	52
Cross-evaluation of a parallel operating SVM – CNN classifier for reliable internal decision-making processes in composite inspection	51
A study on a Q-Learning algorithm application to a manufacturing assembly problem	51
Deep learning-based augmented reality work instruction assistance system for complex manual assembly	50
Energy consumption prediction and optimization of industrial robots based on LSTM	50
A convolutional neural network-based multi-sensor fusion approach for in-situ quality monitoring of selective laser melting	50
Towards Self-X cognitive manufacturing network: An industrial knowledge graph-based multi-agent reinforcement learning approach	50
A framework for human-centered production planning and control in smart manufacturing	49
Iterative closest point-based data fusion of non-synchronized in-situ and ex-situ data in laser powder bed fusion	49
Online visual end-to-end detection monitoring on surface defect of aluminum strip under the industrial few-shot condition	49
Harmonizing ergonomics and economics of assembly lines using collaborative robots and exoskeletons	49
Tool wear monitoring of TC4 titanium alloy milling process based on multi-channel signal and time-dependent properties by using deep learning	48
Digital thread-based modeling of digital twin framework for the aircraft assembly system	48
Sensor-aware CapsNet: Towards trustworthy multisensory fusion for remaining useful life prediction	47
Comprehensive review on various additive manufacturing techniques and its implementation in electronic devices	46
Data-model linkage prediction of tool remaining useful life based on deep feature fusion and Wiener process	46
Realtime scheduling heuristics for just-in-time production in large-scale flexible job shops	46
Dynamic reliability of thermally deduced positioning precision of ball screw systems based on random moving difference method	45
Machine learning based screw drive state detection for unfastening screw connections	45
Deep learning-based data registration of melt-pool-monitoring images for laser powder bed fusion additive manufacturing	44
Immersive and interactive cyber-physical system (I2CPS) and virtual reality interface for human involved robotic manufacturing	44
Leveraging AI for energy-efficient manufacturing systems: Review and future prospectives	44
Modified DSAN for unsupervised cross-domain fault diagnosis of bearing under speed fluctuation	44
Multi-scale conditional diffusion model for deposited droplet volume measurement in inkjet printing manufacturing	44
A transformer-based approach for novel fault detection and fault classification/diagnosis in manufacturing: A rotary system application	44
Decentralized learning multi-agent system for online machine shop scheduling problem	43
How de-manufacturing supports circular economy linking design and EoL - a literature review	43
Application and trends of point cloud in intelligent welding: State of the art review	43
Optimizing task scheduling in human-robot collaboration with deep multi-agent reinforcement learning	43
Digital twin and cloud-side-end collaboration for intelligent battery management system	42
Petri-net-based deep reinforcement learning for real-time scheduling of automated manufacturing systems	42
An improved genetic algorithm with modified critical path-based searching for integrated process planning and scheduling problem considering automated guided vehicle transportation task	42
Prediction of melt pool width and layer height for Laser Directed Energy Deposition enabled by physics-driven temporal convolutional network	42
A hybrid Jaya algorithm for solving flexible job shop scheduling problem considering multiple critical paths	41
A review of in-situ monitoring and process control system in metal-based laser additive manufacturing	41

Real-time integrated production-scheduling and maintenance-planning in a flexible job shop with machine deterioration and condition-based maintenance	41
Meta domain generalization for smart manufacturing: Tool wear prediction with small data	40
An interpretable convolutional neural network with multi-wavelet kernel fusion for intelligent fault diagnosis	40
Digital twin enhanced fault prediction for the autoclave with insufficient data	40
A self-adaptive exception adjustment approach of multi-core value nets in industry alliance	40
A novel priority dispatch rule generation method based on graph neural network and reinforcement learning for distributed job-shop scheduling	40
Classification and regression models of audio and vibration signals for machine state monitoring in precision machining systems	40
Application of automation for in-line quality inspection, a zero-defect manufacturing approach	39
Industrial metaverse towards Industry 5.0: Connotation, architecture, enablers, and challenges	39
Graph neural network and multi-agent reinforcement learning for machine-process-system integrated control to optimize production yield	39
Maturity assessment for Industry 5.0: A review of existing maturity models	39
A novel approach to CNC machining center processing parameters optimization considering energy-saving and low-cost	39
Flexible business strategies to enhance resilience in manufacturing supply chains: An empirical study	39
A digital twin-based assembly model for multi-source variation fusion on vision transformer	39
State-of-the-art of selective laser melting process: A comprehensive review	39
Industrial Metaverse: A proactive human-robot collaboration perspective	39
Supporting disassembly processes through simulation tools: A systematic literature review with a focus on printed circuit boards	39
A piecewise method for bearing remaining useful life estimation using temporal convolutional networks	38
Industry 5.0 and Society 5.0—Comparison, complementation and co-evolution	38
The advance of digital twin for predictive maintenance: The role and function of machine learning	38
An effective MID-based visual defect detection method for specular car body surface	38
A fast ramp-up framework for wafer yield improvement in semiconductor manufacturing systems	38
Disassembly task planning for end-of-life automotive traction batteries based on ontology and partial destructive rules	37
A novel multi-tasks chain scheduling algorithm based on capacity prediction to solve AGV dispatching problem in an intelligent manufacturing system	37
Digital twin-based structural health monitoring by combining measurement and computational data: An aircraft wing example	37
Cascaded detection method for surface defects of lead frame based on high-resolution detection images	37
Time-series pattern recognition in Smart Manufacturing Systems: A literature review and ontology	36
Maximizing model generalization for machine condition monitoring with Self-Supervised Learning and Federated Learning	36
Neuron synergy based explainable neural network for manufacturing cycle time forecasting	36
Human-robot collaborative disassembly in Industry 5.0: A systematic literature review and future research agenda	36
Towards automatic anomaly detection and diagnosis in positional arc-directed energy deposition based on deep learning	35
A novel dynamic spatio-temporal graph based condition monitoring framework for consistency retention of digital twin	35
A Q-learning-based improved multi-objective genetic algorithm for solving distributed heterogeneous assembly flexible job shop scheduling problems with transfers	35
A deep graph neural network-based link prediction model for proactive anomaly detection in discrete manufacturing workshop	35
Resilient manufacturing: A review of disruptions, assessment, and pathways	34
Digital Twin Technology — A bibliometric study of top research articles based on Local Citation Score	34
Level of automation (LOA) in aerospace composite manufacturing: Present status and future directions towards industry 4.0	34
An aircraft engine remaining useful life prediction method based on predictive vector angle minimization and feature fusion gate improved transformer model	34
Modelling and optimization of line efficiency for preventive maintenance of robot disassembly line	34
Editorial Board	34
Distributed assembly permutation flow shop problem; Single seekers society algorithm	34
Time series prediction for production quality in a machining system using spatial-temporal multi-task graph learning	33
Improved spiking neural network for intershaft bearing fault diagnosis	33
Tackling temporal-dynamic service composition in cloud manufacturing systems: A tensor factorization-based two-stage approach	33
Building a right digital twin with model engineering	33
Smart manufacturing scheduling: A literature review	33
Manufacturing cybersecurity threat attributes and countermeasures: Review, meta-taxonomy, and use cases of cyberattack taxonomies	33
Optimizing the energy efficiency of chiller systems in the semiconductor industry through big data analytics and an empirical study	32
Models and P4R asset description for digital twin-based advanced planning and scheduling using cyber-physical integration for resilient production operation	32
Model-based learning on state-based potential games for distributed self-optimization of manufacturing systems	32
Deep learning-based fault diagnosis of planetary gearbox: A systematic review	32
A new BRTCN model for predicting discharge status of WEDM based on acoustic emission	32
An improved genetic programming hyper-heuristic for the dynamic flexible job shop scheduling problem with reconfigurable manufacturing cells	32
A contextual sensor system for non-intrusive machine status and energy monitoring	31
Deep expert network: A unified method toward knowledge-informed fault diagnosis via fully interpretable neuro-symbolic AI	31
Mathematical model and discrete artificial Bee Colony algorithm for distributed integrated process planning and scheduling	31
Investigation of assistance systems in assembly in the context of digitalization: A systematic literature review	31
An edge intelligence-based model deployment method for CNC systems	31
Blockchain-based application for the traceability of complex assembly structures	30
Human modeling and interaction in cyber-physical systems: A reference framework	30
Editorial Board	30
Data-driven optimization of accessory combinations for final testing processes in semiconductor manufacturing	30
Data science skills and domain knowledge requirements in the manufacturing industry: A gap analysis	30
A two-stage hybrid manufacturing model with controllable make-to-order production rates	30
Explainable production planning under partial observability in high-precision manufacturing	30
Tool wear identification and prediction method based on stack sparse self-coding network	30
Physics informed neural networks for fault severity identification of axial piston pumps	30
Cognitive engine for augmented human decision-making in manufacturing process control	30
A self-adaptive agent for flexible posture planning in robotic milling system	29
A new description model for enabling more general manufacturing systems representation in digital twin	29
Service oriented digital twin for additive manufacturing process	29
A review: Insight into smart and sustainable ultra-precision machining augmented by intelligent IoT	29
Hybrid data-driven and model-informed online tool wear detection in milling machines	28
Reinforcement and deep reinforcement learning-based solutions for machine maintenance planning, scheduling policies, and optimization	28
Automated broad transfer learning for cross-domain fault diagnosis	28
A graph-based reinforcement learning-enabled approach for adaptive human-robot collaborative assembly operations	28
Concepts and trends of virtual commissioning – A comprehensive review	28
A futuristic perspective on human-centric assembly	28
Envisioning maintenance 5.0: Insights from a systematic literature review of Industry 4.0 and a proposed framework	28
Multi-level modeling and robustness evaluation of disturbances in intelligent workshop with temporal snapshot network	28