Journal of Manufacturing Systems

Article	Citations
Machine learning based screw drive state detection for unfastening screw connections	899
Optimal process planning for hybrid additive–subtractive manufacturing using recursive volume decomposition with decision criteria	887
A multimodal hierarchical learning approach for virtual metrology in semiconductor manufacturing	499
Reconfigurable flexible assembly model and implementation for cross-category products	458
Flexible Manufacturing Systems intralogistics: Dynamic optimization of AGVs and tool sharing using Colored-Timed Petri Nets and actor–critic RL with actions masking	407
On the feasibility of an integrated English wheel system	316
A methodology for data-driven adjustment of variation propagation models in multistage manufacturing processes	277
Efficient ship pipeline routing with dual-strategy enhanced ant colony optimization: Active behavior adjustment and passive environmental adaptability	270
Advancing human-robot collaboration: Predicting operator trajectories through AI and infrared imaging	255
A digital twin-based assembly model for multi-source variation fusion on vision transformer	233
Joint optimization of feature sequences and toolpath strategies in multi-feature workpiece machining for minimizing energy consumption and processing time	225
Optimizing burn-in and predictive maintenance for enhanced reliability in manufacturing systems: A two-unit series system approach	210
Cluster system maintenance scheduling multi-objective optimization method integrating time uncertainty GlueVaR risk	206
Digital twin based photogrammetry field-of-view evaluation and 3D layout optimisation for reconfigurable manufacturing systems	189
Effective dispatching rules mining based on near-optimal schedules in intelligent job shop environment	185
Online quality inspection of resistance spot welding for automotive production lines	181
Integrated Quality, Maintenance and Production model for multivariate processes: A Bayesian Approach	181
Collaborative optimization for multirobot manufacturing system reliability through integration of SysML simulation and maintenance knowledge graph	180
Application and trends of point cloud in intelligent welding: State of the art review	179
Deep reinforcement learning-based dynamic scheduling for resilient and sustainable manufacturing: A systematic review	176
Joint multi-objective dynamic scheduling of machine tools and vehicles in a workshop based on digital twin	174
Surface roughness prediction through GAN-synthesized power signal as a process signature	174
Immersive and interactive cyber-physical system (I2CPS) and virtual reality interface for human involved robotic manufacturing	174
Review of manufacturing system design in the interplay of Industry 4.0 and Industry 5.0 (Part II): Design processes and enablers	157
A framework for designing a degradation-aware controller based on empirical estimation of the state–action cost and model predictive control	154

An interpretable convolutional neural network with multi-wavelet kernel fusion for intelligent fault diagnosis	151
Data-model linkage prediction of tool remaining useful life based on deep feature fusion and Wiener process	146
State-of-the-art of selective laser melting process: A comprehensive review	130
Coarse-to-fine vision-based welding spot anomaly detection in production lines of body-in-white	129
SFRGNN-DA: An enhanced graph neural network with domain adaptation for feature recognition in structural parts machining	128
Implicit residual approximation for multi-sensor data fusion in surface geometry measurement	127
A general mathematic model framework for assembly process driven digital twin of assembly precision	123
Establishing a reliable mechanism model of the digital twin machining system: An adaptive evaluation network approach	123
Optimizing energy efficiency and productivity in industrial manufacturing: A simulation-based optimization approach with knowledge discovery	122
Editorial Board	117
From cost to capability: Technology Multiplier in EV manufacturing strategy	116
Large language model-enabled cognitive agent for self-aware manufacturing	115
An approach based on hybrid-augmented intelligence for the combination and optimization of human-machine teams	114
Integrated decision of production scheduling and condition-based maintenance planning for multi-unit systems with variable replacement thresholds	112
A contextual sensor system for non-intrusive machine status and energy monitoring	111
An Ontology-based Engineering system to support aircraft manufacturing system design	108
Tool wear identification and prediction method based on stack sparse self-coding network	107
Flexible robotic cell scheduling with graph neural network based deep reinforcement learning	102
Real-time decision-making for Digital Twin in additive manufacturing with Model Predictive Control using time-series deep neural networks	102
Interpretable real-time monitoring of pipeline weld crack leakage based on wavelet multi-kernel network	100
Automated broad transfer learning for cross-domain fault diagnosis	100
Using a digital twin and smart services to enable automatic generation of context-sensitive instructions	99
Production scheduling in Industry 4.0: Morphological analysis of the literature and future research agenda	99
An interpretable industrial digital platform based on Dempster-Shafer theory for pre-diagnosis the quality of hot-rolled strip	98
Reinforcement and deep reinforcement learning-based solutions for machine maintenance planning, scheduling policies, and optimization	95
Detecting anomalies in time series data from a manufacturing system using recurrent neural networks	94
A new description model for enabling more general manufacturing systems representation in digital twin	90
An online inference method for condition identification of workpieces with complex residual stress distributions	89
A graph-based reinforcement learning-enabled approach for adaptive human-robot collaborative assembly operations	88
A skeleton-based assembly action recognition method with feature fusion for human-robot collaborative assembly	88
Challenges and opportunities on AR/VR technologies for manufacturing systems in the context of industry 4.0: A state of the art review	87
Rescheduling human-robot collaboration tasks under dynamic disassembly scenarios: An MLLM-KG collaboratively enabled approach	85
Balancing yield and makespan in wafer fabrication: A two-stage data-driven scheduling approach	84
Continuous-flow simulation of manufacturing systems with assembly/disassembly machines, multiple loops and general layout	83
A verification-oriented and part-focused assembly monitoring system based on multi-layered digital twin	82
An intelligent monitoring system for robotic milling process based on transfer learning and digital twin	82
Enhancing metal additive manufacturing training with the advanced vision language model: A pathway to immersive augmented reality training for non-experts	82
A novel integration framework for degradation-state prediction via transformer model with autonomous optimizing mechanism	81
Counterfactual-attention multi-agent reinforcement learning for joint condition-based maintenance and production scheduling	80
Paired ensemble and group knowledge measurement for health evaluation of wind turbine gearbox under compound fault scenarios	80
Towards the industry 5.0 frontier: Review and prospect of XR in product assembly	79
An efficient critical path based method for permutation flow shop scheduling problem	77
A process strategy planning of additive-subtractive hybrid manufacturing based multi-dimensional manufacturability evaluation of geometry feature	77
Human-in-the-loop in smart manufacturing (H-SM): A review and perspective	76
Towards industry 5.0: A framework of reconfigurable matrix-structured manufacturing system	75
Development of robotic bin picking platform with cluttered objects using human guidance and convolutional neural network (CNN)	75
Industrial big data-driven mechanical performance prediction for hot-rolling steel using lower upper bound estimation method	75
Vibration energy-based indicators for multi-target condition monitoring in milling operations	74
Robotic inspection of fastener holes with hybrid visual and ultrasonic motion control	74
Opportunistic maintenance optimization of continuous process manufacturing systems considering imperfect maintenance with epistemic uncertainty	73

Heterogeneous hypergraph learning for analyzing surface defects in additive manufacturing process	73
Federated learning-based semantic segmentation for pixel-wise defect detection in additive manufacturing	72
Classification of mental workload in Human-robot collaboration using machine learning based on physiological feedback	71
Novel deep learning based soft sensor feature extraction for part weight prediction in injection molding processes	71
A generic digital twin model construction strategy for cross-field implementations with comprehensiveness, operability and scalability	70
Generative deep reinforcement learning method for dynamic parallel machines scheduling with adaptive maintenance activities	70
A predictive maintenance model for optimizing production schedule using deep neural networks	68
A systematic methodology for changeable and reconfigurable manufacturing systems development	67
Smart manufacturing powered by recent technological advancements: A review	67
Self-adaptive production performance monitoring framework under different operating regimes	66
Skeleton-based action recognition for manufacturing assembly task through graph convolution network	63
Challenges of randomness in tool wear with small samples: A physics-informed cross-domain monitoring method	63
Q-learning-based multi-objective spotted hyena algorithm for flexible open shop scheduling problem with consideration of preventive maintenance and travel/setup times	63
A methodology for estimating the cost of a digital twin	62
Autonomous grinding algorithms with future prospect towards SMART manufacturing: A comparative survey	62
A federated learning approach to automated and secure supplier selection in cyber manufacturing as-a-service	61
Flexible pallet automation system scheduling with limited fixture-pallets and material-pallets: A case study from an engine manufacturing enterprise	61
‘Genetic exploration’ of metal forming processes through information absent and fragmental data processing	61
Integrated scheduling for ring layout multi-station multi-robot welding system with dual function robots and jump stations operations	61
LLM enabled generative collaborative design in a mixed reality environment	60
Digital twin-enabled automated anomaly detection and bottleneck identification in complex manufacturing systems using a multi-agent approach	59
Advances and innovations in manufacturing systems research 2024	59
Systematic review of class imbalance problems in manufacturing	59
R-DMDQN: A rule embedding based dynamic multi-objective deep Q-network for mass-individualized production scheduling of printed circuit board	59
Human-centric collaborative assembly system for large-scale space deployable mechanism driven by Digital Twins and wearable AR devices	58
Life cycle assessment of an automated multi-cellular case-picking system	58
Editorial Board	58
Cloud-edge-end collaborative multi-process dynamic optimization for energy-efficient aluminum casting	58
Integrated system configuration and layout planning for flexible manufacturing systems	57
Data-driven technological life prediction of mechanical and electrical products based on Multidimensional Deep Neural Network: Functional perspective	57
Cognitive Digital Twin frameworks in manufacturing—A critical survey, evaluation criteria, and future directions	57
Leveraging the usage of blockchain toward trust-dominated manufacturing systems	55
Corrigendum to “Digital twin-enabled automated anomaly detection and bottleneck identification in complex manufacturing systems using a multi-agent approach” [J Manuf Syst 67 (2023) 242–264]	55
Advances and innovations in manufacturing systems research 2023	55
Editorial Board	54
Cross-region robotic grinding with adaptive toolpath planning and force control for point clouds of complex curved workpieces	54
Real-time defect identification of narrow overlap welds and application based on convolutional neural networks	54
Digital control system of tension during the formation of flexible-oriented three-dimensional composite preforms	53
Modeling of reconfigurable manufacturing system architecture with geometric machines and in-stage gantries	53
Multi-objective optimization of the textile manufacturing process using deep-Q-network based multi-agent reinforcement learning	53
Mobile cobots for autonomous raw-material feeding of automatic packaging machines	52
Coaxiality prediction for aeroengines precision assembly based on geometric distribution error model and point cloud deep learning	52
ProcessCarbonAgent: A large language models-empowered autonomous agent for decision-making in manufacturing carbon emission management	51
ChatCNC: Conversational machine monitoring via large language model and real-time data retrieval augmented generation	51
Development of digital characteristics of machining based on physics-guided data	51
Topological Data Analysis in smart manufacturing: State of the art and future directions	51
A new XR-based human‐robot collaboration assembly system based on industrial metaverse	50
A novel adaptive deep transfer learning method towards thermal error modeling of electric spindles under variable conditions	50
Editorial Board	49
An augmented surprise-guided sequential learning framework for predicting the melt pool geometry	49
Feature points classification of computerized numerical control finishing tool path based on graph neural network	49
Editorial Board	49
Contrastive learning-based semantic segmentation for In-situ stratified defect detection in additive manufacturing	49
Making knowledge graphs work for smart manufacturing: Research topics, applications and prospects	49
Transfer learning assisted batch optimization of jobs arriving dynamically in manufacturing cloud	49
Accelerable adaptive cepstrum and L2-Dual Net for acoustic emission-based quality monitoring in laser shock peening	48
Triplet metric driven multi-head GNN augmented with decoupling adversarial learning for intelligent fault diagnosis of machines under varying working condition	48
Editorial Board	48
Modeling framework to support decision making and control of manufacturing systems considering the relationship between productivity, reliability, quality, and energy consumption	47
Graduation-inspired synchronization for industry 4.0 planning, scheduling, and execution	47
Joint production, maintenance, and quality control in manufacturing systems with imperfect inspection	47
Multimanned disassembly line balancing optimization considering walking workers and task evaluation indicators	47
Towards a next-generation LLM empowered low-code programming industrial robotic system for human-centric smart manufacturing	46
A safety management approach for Industry 5.0′s human-centered manufacturing based on digital twin	46
Multi-level predictive maintenance of smart manufacturing systems driven by digital twin: A matheuristics approach	45
An electromyography signals-based human-robot collaboration method for human skill learning and imitation	45
A digital twin-driven industrial context-aware system: A case study of overhead crane operation	45
Deep reinforcement learning for dynamic flexible job shop scheduling problem considering variable processing times	45
Cloud-edge-end-based aircraft assembly production quality monitoring system framework and applications	45
Integrated operation planning and process adjustment for optimum cost with attention to manufacturing quality and waste	44
A Digital Twin system of reconfigurable tooling for monitoring and evaluating in aerospace assembly	44
Erratum to “The HORSE framework: A reference architecture for cyber-physical systems in hybrid smart manufacturing” [J Manuf Sys 61 (2021) 461–494]	44
Editorial Board	44
Profile extraction and defect detection for stereolithography curing process based on multi-regularized tensor decomposition	44
Real-time in-process control methods of process parameters for additive manufacturing	44
Decentralized learning multi-agent system for online machine shop scheduling problem	43
Learning digital emulators for closed architecture machine tool controllers	43
Modified DSAN for unsupervised cross-domain fault diagnosis of bearing under speed fluctuation	43
Integrating life cycle engineering into design for additive manufacturing: A review	43
A human-centric framework for robotic task learning and optimization	42

The progress and trend of digital twin research over the last 20 years: A bibliometrics-based visualization analysis	42
Online sequential decision making of multi-stage assembly process parameters based on deep reinforcement learning and its application in diesel engine production	42
Employing deep reinforcement learning for machining process planning: An improved framework	42
Intelligent STEP-NC-compliant setup planning method	42
Solving task scheduling problems in cloud manufacturing via attention mechanism and deep reinforcement learning	42
LogicLSTM: Logically-driven long short-term memory model for fault diagnosis in gearboxes	42
Graph neural networks-based scheduler for production planning problems using reinforcement learning	41
A novel data augmentation framework for remaining useful life estimation with dense convolutional regression network	41
Energy consumption prediction and optimization of industrial robots based on LSTM	41
Intention recognition-based human–machine interaction for mixed flow assembly	41
A distributed physical architecture and data-based scheduling method for smart factory based on intelligent agents	40
Functional healthy state evaluation approach for manufacturing systems considering imperfect inspection based on extended stochastic flow network	40
KGESM: A knowledge graph embedding-based similarity matching model for intelligent assembly process generation	40
Zero Defect Manufacturing: A complete guide for advanced and sustainable quality management	40
Superstructure-based optimization of robotic assembly lines	40
Collaborative production and predictive maintenance scheduling for flexible flow shop with stochastic interruptions and monitoring data	40
Securing cyber-physical additive manufacturing systems by in-situ process authentication using streamline video analysis	39
Digital-twin data driven multi-dimensional control for dualistic production-intralogistics synchronization in assembly systems under out-of-order execution framework	39
Point cloud self-supervised learning for machining feature recognition	39
Workforce planning and production scheduling in a reconfigurable manufacturing system facing the COVID-19 pandemic	39
Neural agent-based production planning and control: An architectural review	38
Deep learning-based data registration of melt-pool-monitoring images for laser powder bed fusion additive manufacturing	38
Machine identity authentication via unobservable fingerprinting signature: A functional data analysis approach for MQTT 5.0 protocol	38
Towards smart layout design for a reconfigurable manufacturing system	38
An LLM-based vision and language cobot navigation approach for Human-centric Smart Manufacturing	37
Comprehensive review on various additive manufacturing techniques and its implementation in electronic devices	37
Editorial Board	37
The advance of digital twin for predictive maintenance: The role and function of machine learning	37
A milling tool wear monitoring method with sensing generalization capability	37
Digital twin and cloud-side-end collaboration for intelligent battery management system	37
A novel MR remote collaboration system using 3D spatial area cue and visual notification	37
AEKD: Unsupervised auto-encoder knowledge distillation for industrial anomaly detection	37
Prediction of melt pool width and layer height for Laser Directed Energy Deposition enabled by physics-driven temporal convolutional network	37
A multi-hierarchical aggregation-based graph convolutional network for industrial knowledge graph embedding towards cognitive intelligent manufacturing	36
Digital Twin Technology — A bibliometric study of top research articles based on Local Citation Score	36
A surrogate model-driven assembly coordination framework for aircraft components based on cooperative multi-agent deep reinforcement learning	36
Editorial Board	36
An adaptive genetic algorithm based on Q-learning for energy-efficient e-waste disassembly line balancing and rebalancing considering task failures	36
Modeling and optimization of positioning setpoints in a roll-to-roll system for optical fiber manufacturing	36
Method for drill-bit arrangement in CNC woodworking drilling machine for mass customization	36
Resilient manufacturing: A review of disruptions, assessment, and pathways	36
Current development on the Operator 4.0 and transition towards the Operator 5.0: A systematic literature review in light of Industry 5.0	36
AI-enhanced digital twins in maintenance: Systematic review, industrial challenges, and bridging research–practice gaps	35
A survey of large language model-augmented knowledge graphs for advanced complex product design	35
A novel Soft Actor–Critic framework with disjunctive graph embedding and autoencoder mechanism for Job Shop Scheduling Problems	35
Multi-view fully connected graph to fuse multi-sensor signals for mechanical equipment remaining useful life prediction	35
Manufacturing cybersecurity threat attributes and countermeasures: Review, meta-taxonomy, and use cases of cyberattack taxonomies	35
Modelling and optimization of line efficiency for preventive maintenance of robot disassembly line	35
Welding parameters and sequences integrated decision-making considering carbon emission and processing time for multi-characteristic laser welding cell	35
A deep reinforcement learning approach with graph attention network and multi-signal differential reward for dynamic hybrid flow shop scheduling problem	35
Modeling and analyses of energy consumption for machining features with flexible machining configurations	34
Physics informed neural networks for fault severity identification of axial piston pumps	34
Efficient human–robot collaborative manipulation of planar deformable objects	34
Energy-efficient and quality-aware part placement in robotic additive manufacturing	34
Digital twin-based anomaly detection for real-time tool condition monitoring in machining	33
Digital twin-based structural health monitoring by combining measurement and computational data: An aircraft wing example	33
Concepts and trends of virtual commissioning – A comprehensive review	33
Investigation of assistance systems in assembly in the context of digitalization: A systematic literature review	33
A fast ramp-up framework for wafer yield improvement in semiconductor manufacturing systems	33
Survey on robotic systems for internal logistics	33
Hybrid quantum particle swarm optimization and variable neighborhood search for flexible job-shop scheduling problem	32
Deep learning-based fault diagnosis of planetary gearbox: A systematic review	32
A multi-scale modeling method for digital twin shop-floor	32
A Q-learning-based improved multi-objective genetic algorithm for solving distributed heterogeneous assembly flexible job shop scheduling problems with transfers	31
A self-adaptive agent for flexible posture planning in robotic milling system	31
Neuron synergy based explainable neural network for manufacturing cycle time forecasting	31
Meta-learning based industrial intelligence of feature nearest algorithm selection framework for classification problems	31
A mutual cross-attention fusion network for surface roughness prediction in robotic machining process using internal and external signals	31
Industry 5.0: Prospect and retrospect	31
Thermally controlled shape programming via image-based optimization towards distortion-reduced composite curing	31
An aircraft engine remaining useful life prediction method based on predictive vector angle minimization and feature fusion gate improved transformer model	31
Nonlinear dynamics modeling and analysis of aviation drilling actuator feed system considering assembly error	30
Cyber-physical internet enabled hierarchical attention network based reinforcement learning for order dispatch in fast fashion manufacturing	30
Hypergraph-based analysis and design of intelligent collaborative manufacturing space	30
Abnormal pattern recognition for online inspection in manufacturing process based on multi-scale time series classification	30
Productivity prediction in aircraft final assembly lines: Comparisons and insights in different productivity ranges	30
Human-centric smart manufacturing	30
An Integrated Process Planning and Scheduling problem solved from an adaptive multi-objective perspective	30
Platform-based task assignment for social manufacturing (PBTA4SM): State-of-the-art review and future directions	30
A review of digital twin technology for electromechanical products: Evolution focus throughout key lifecycle phases	30
Production control in manufacturing systems with perishable products under periodic demand	29
Independent double DQN-based multi-agent reinforcement learning approach for online two-stage hybrid flow shop scheduling with batch machines	29
Environmental impact of powder production for additive manufacturing: Carbon footprint and cumulative energy demand of gas atomization	29
A multi-dimensional cognitive framework for cognitive manufacturing based on OAR model	29
Automated guided vehicle dispatching and routing integration via digital twin with deep reinforcement learning	29
Active-passive hybrid feed rate control systems in CNC machining: Mitigating force fluctuations and enhancing tool life	29
A Q-learning improved differential evolution algorithm for human-centric dynamic distributed flexible job shop scheduling problem	29
Numerical modeling of inkjet cell output under the interplay of cell-laden bioink consumption and sedimentation	29
Model-based real-time prediction of surface roughness in fused deposition modeling with graph convolutional network-based error correction	29
Tool wear prediction in milling process using physics-informed machine learning and thermo-mechanical force model with monitoring applications	29
Machine learning-based dispatching for a wet clean station in semiconductor manufacturing	28
Handling features in assembly: Integrating manufacturing considerations early in design discussions	28
Real-time data-driven synchronous reconfiguration of human-centric smart assembly cell line under graduation intelligent manufacturing system	28
Publisher's note	28
Online visual monitoring method for liquid rocket engine nozzle welding based on a multi-task deep learning model	28