Robotics and Computer-Integrated Manufacturing

Article	Citations
Emerging research fields in safety and ergonomics in industrial collaborative robotics: A systematic literature review	246
A big data-driven framework for sustainable and smart additive manufacturing	192
Digital twins for collaborative robots: A case study in human-robot interaction	163
A Survey of Robot Learning Strategies for Human-Robot Collaboration in Industrial Settings	158
Safety assurance mechanisms of collaborative robotic systems in manufacturing	135
An integrated mixed reality system for safety-aware human-robot collaboration using deep learning and digital twin generation	121
Human–robot collaboration in industrial environments: A literature review on non-destructive disassembly	118
A state-of-the-art survey on Augmented Reality-assisted Digital Twin for futuristic human-centric industry transformation	117
AR-assisted digital twin-enabled robot collaborative manufacturing system with human-in-the-loop	113
Hybrid robust convolutional autoencoder for unsupervised anomaly detection of machine tools under noises	111
The connotation of digital twin, and the construction and application method of shop-floor digital twin	107
Human Digital Twin in the context of Industry 5.0	106
Human–robot collaboration and machine learning: A systematic review of recent research	101
Real-time data-driven dynamic scheduling for flexible job shop with insufficient transportation resources using hybrid deep Q network	98
Design, modelling and validation of a novel extra slender continuum robot for in-situ inspection and repair in aeroengine	98
Dynamic job shop scheduling based on deep reinforcement learning for multi-agent manufacturing systems	97
Vision-based holistic scene understanding towards proactive human–robot collaboration	95
Deep learning based online metallic surface defect detection method for wire and arc additive manufacturing	94
Collision-free human-robot collaboration based on context awareness	93
A novel kinematic parameters calibration method for industrial robot based on Levenberg-Marquardt and Differential Evolution hybrid algorithm	93
AR/MR Remote Collaboration on Physical Tasks: A Review	93
An adaptive trajectory planning algorithm for robotic belt grinding of blade leading and trailing edges based on material removal profile model	89
Logistics-involved QoS-aware service composition in cloud manufacturing with deep reinforcement learning	88
A reinforcement learning method for human-robot collaboration in assembly tasks	88
Proactive human–robot collaboration: Mutual-cognitive, predictable, and self-organising perspectives	86

Robot learning towards smart robotic manufacturing: A review	85
Research on intelligent workshop resource scheduling method based on improved NSGA-II algorithm	78
A novel knowledge graph-based optimization approach for resource allocation in discrete manufacturing workshops	75
A state-of-the-art review on robotic milling of complex parts with high efficiency and precision	74
Task allocation and planning for product disassembly with human–robot collaboration	74
How to include User eXperience in the design of Human-Robot Interaction	73
Cloud manufacturing ecosystem analysis and design	70
A Pareto-based collaborative multi-objective optimization algorithm for energy-efficient scheduling of distributed permutation flow-shop with limited buffers	69
Transfer learning enabled convolutional neural networks for estimating health state of cutting tools	69
Hybrid offline programming method for robotic welding systems	68
A Human-Robot Collaboration Framework for Improving Ergonomics During Dexterous Operation of Power Tools	68
EEG based arm movement intention recognition towards enhanced safety in symbiotic Human-Robot Collaboration	67
A Mobile Robotic Measurement System for Large-scale Complex Components Based on Optical Scanning and Visual Tracking	67
A digital twin-driven hybrid approach for the prediction of performance degradation in transmission unit of CNC machine tool	67
KSPMI: A Knowledge-based System for Predictive Maintenance in Industry 4.0	66
A comprehensive review of augmented reality-based instruction in manual assembly, training and repair	65
Hybrid machine learning for human action recognition and prediction in assembly	65
Research on flexible job shop scheduling under finite transportation conditions for digital twin workshop	64
Service-oriented industrial internet of things gateway for cloud manufacturing	64
A framework for manufacturing system reconfiguration and optimisation utilising digital twins and modular artificial intelligence	63
Design of a new passive end-effector based on constant-force mechanism for robotic polishing	61
A robot hand-eye calibration method of line laser sensor based on 3D reconstruction	61
Hybrid active/passive force control strategy for grinding marks suppression and profile accuracy enhancement in robotic belt grinding of turbine blade	60
A digital twin-based sim-to-real transfer for deep reinforcement learning-enabled industrial robot grasping	60
Degradation curves integration in physics-based models: Towards the predictive maintenance of industrial robots	59
Path planning for manipulators based on an improved probabilistic roadmap method	58
Multi-agent reinforcement learning for online scheduling in smart factories	58
An automatic method for constructing machining process knowledge base from knowledge graph	57
Probing an intelligent predictive maintenance approach with deep learning and augmented reality for machine tools in IoT-enabled manufacturing	57
Deep learning-assisted real-time defect detection and closed-loop adjustment for additive manufacturing of continuous fiber-reinforced polymer composites	56
A peg-in-hole robot assembly system based on Gauss mixture model	55
Human-robot collaboration disassembly planning for end-of-life product disassembly process	53
Force control-based vibration suppression in robotic grinding of large thin-wall shells	52
Review on robot-assisted polishing: Status and future trends	52
Sensorless force estimation for industrial robots using disturbance observer and neural learning of friction approximation	52
Error compensation of industrial robot based on deep belief network and error similarity	51
Learning-based object detection and localization for a mobile robot manipulator in SME production	51
Mixed-integer programming model and hybrid driving algorithm for multi-product partial disassembly line balancing problem with multi-robot workstations	50
Pose optimization in robotic machining using static and dynamic stiffness models	49
Generic development methodology for flexible robotic pick-and-place workcells based on Digital Twin	49
A classification-based approach for integrated service matching and composition in cloud manufacturing	48
An AR-assisted Deep Reinforcement Learning-based approach towards mutual-cognitive safe human-robot interaction	48
Multi-scale evolution mechanism and knowledge construction of a digital twin mimic model	47
Kinematic calibration of a 5-axis parallel machining robot based on dimensionless error mapping matrix	47
An assembly precision analysis method based on a general part digital twin model	46
Adaptive reconstruction of digital twins for machining systems: A transfer learning approach	46
Smart hardware integration with advanced robot programming technologies for efficient reconfiguration of robot workcells	45
A discrete whale swarm algorithm for hybrid flow-shop scheduling problem with limited buffers	45
A new graph-based semi-supervised method for surface defect classification	44
Iterative-learning error compensation for autonomous parking of mobile manipulator in harsh industrial environment	44

Toward blockchain and fog computing collaborative design and manufacturing platform: Support customer view	44
Human-robot interactions in manufacturing: A survey of human behavior modeling	43
Collision-free and smooth joint motion planning for six-axis industrial robots by redundancy optimization	43
Towards industrial robots as a service (IRaaS): Flexibility, usability, safety and business models	43
Unified modeling for digital twin of a knowledge-based system design	43
Improving human robot collaboration through Force/Torque based learning for object manipulation	43
Quality-enabled decentralized IoT architecture with efficient resources utilization	43
Solving job scheduling problems in a resource preemption environment with multi-agent reinforcement learning	43
Industrial Blockchain: A state-of-the-art Survey	42
Semantic part segmentation method based 3D object pose estimation with RGB-D images for bin-picking	42
Ontology-based information modeling method for digital twin creation of as-fabricated machining parts	42
Scalable framework for blockchain-based shared manufacturing	41
Decision support system for adaptive sourcing and inventory management in small- and medium-sized enterprises	40
Application of Generalized Frequency Response Functions and Improved Convolutional Neural Network to Fault Diagnosis of Heavy-duty Industrial Robot	40
MS-SSPCANet: A powerful deep learning framework for tool wear prediction	40
Research and application of artificial intelligence techniques for wire arc additive manufacturing: a state-of-the-art review	40
Digital twin-based job shop anomaly detection and dynamic scheduling	39
A review on reinforcement learning for contact-rich robotic manipulation tasks	39
Robust adaptive fuzzy sliding mode trajectory tracking control for serial robotic manipulators	39
Real-Time Kinematics of Continuum Robots: Modelling and Validation	39
Multisensor fusion-based digital twin for localized quality prediction in robotic laser-directed energy deposition	39
Development of an edge computing-based cyber-physical machine tool	39
Universal fillet weld joint recognition and positioning for robot welding using structured light	39
Rapid construction method of equipment model for discrete manufacturing digital twin workshop system	39
Head-mounted display augmented reality in manufacturing: A systematic review	39
Augmented reality integration into MES for connected workers	38
Global G3 continuity toolpath smoothing for a 5-DoF machining robot with parallel kinematics	38
A novel vision-based calibration framework for industrial robotic manipulators	37
Intelligent tool wear prediction based on Informer encoder and stacked bidirectional gated recurrent unit	37
Combination of geometric and parametric approaches for kinematic identification of an industrial robot	37
Research of Pneumatic Polishing Force Control System Based on High Speed On/off with PWM Controlling	37
Impedance controlled human–robot collaborative tooling for edge chamfering and polishing applications	36
A new calibration method for joint-dependent geometric errors of industrial robot based on multiple identification spaces	36
Automated planning for robotic layup of composite prepreg	36
Real-time motion control of robotic manipulators for safe human–robot coexistence	36
Design choices for next-generation IIoT-connected MES/MOM: An empirical study on smart factories	35
Development of a vision based pose estimation system for robotic machining and improving its accuracy using LSTM neural networks and sparse regression	35
Production scheduling for blocking flowshop in distributed environment using effective heuristics and iterated greedy algorithm	35
Direct method for updating flexible multibody systems applied to a milling robot	35
Hybrid learning-based digital twin for manufacturing process: Modeling framework and implementation	35
Augmented reality-based robot teleoperation system using RGB-D imaging and attitude teaching device	34
Contour error-based optimization of the end-effector pose of a 6 degree-of-freedom serial robot in milling operation	34
An adaptive real-time NURBS curve interpolation for 4-axis polishing machine tool	34
Logistics-involved service composition in a dynamic cloud manufacturing environment: A DDPG-based approach	34
Base position optimization of mobile manipulators for machining large complex components	34
Scheduling of decentralized robot services in cloud manufacturing with deep reinforcement learning	34
Task-oriented optimal dimensional synthesis of robotic manipulators with limited mobility	33
Cloud-edge-device collaboration mechanisms of deep learning models for smart robots in mass personalization	33
A review of robotic assembly strategies for the full operation procedure: planning, execution and evaluation	33
An energy-efficient approach for 3D printing with a Linear Delta Robot equipped with optimal springs	33
Human-robot contactless collaboration with mixed reality interface	32
An approach to predict lower-order dynamic behaviors of a 5-DOF hybrid robot using a minimum set of generalized coordinates	32
An effective dynamic service composition reconfiguration approach when service exceptions occur in real-life cloud manufacturing	32
Posture optimization in robotic machining based on comprehensive deformation index considering spindle weight and cutting force	32
An obstacle avoidance algorithm for robot manipulators based on decision-making force	32
Edge computing-based real-time scheduling for digital twin flexible job shop with variable time window	31
Accuracy analysis in mobile robot machining of large-scale workpiece	31
Edge intelligence-driven digital twin of CNC system: Architecture and deployment	31
Sustainable Robotic Joints 4D Printing with Variable Stiffness Using Reinforcement Learning	31
Accurate positioning of a drilling and riveting cell for aircraft assembly	30
An update method for digital twin multi-dimension models	30
A hybrid approach to user-oriented programming of collaborative robots	30
Machining feature recognition based on a novel multi-task deep learning network	30
A novel seam extraction and path planning method for robotic welding of medium-thickness plate structural parts based on 3D vision	30
Kinematic calibration of a 3-PRRU parallel manipulator based on the complete, minimal and continuous error model	30
3D Printing in the Context of Cloud Manufacturing	29
Extensive experimental investigation for the optimization of the energy consumption of a high payload industrial robot with open research dataset	29
Dynamic scheduling method for integrated process planning and scheduling problem with machine fault	29
An Online Framework for Cognitive Load Assessment in Industrial Tasks	29
Human–Robot co-manipulation during surface tooling: A general framework based on impedance control, haptic rendering and discrete geometry	29
Neuromorphic vision based control for the precise positioning of robotic drilling systems	29
Minimum distance calculation using skeletal tracking for safe human-robot interaction	29
Design of a bio-inspired contact-aided compliant wrist	29
An automatic and accurate method for tool wear inspection using grayscale image probability algorithm based on bayesian inference	28
Digital twin driven production progress prediction for discrete manufacturing workshop	28
Construction of damage-free digital twin of damaged aero-engine blades for repair volume generation in remanufacturing	28
MEGURU: a gesture-based robot program builder for Meta-Collaborative workstations	28
UX assessment strategy to identify potential stressful conditions for workers	28
Hybrid statistical modelling of the frequency response function of industrial robots	28
Robust human position estimation in cooperative robotic cells	28

Safe Collaborative Assembly on a Continuously Moving Line with Large Industrial Robots	27
A Pareto-based two-stage evolutionary algorithm for flexible job shop scheduling problem with worker cooperation flexibility	27
A prediction and compensation method of robot tracking error considering pose-dependent load decomposition	27
Collaborative optimization for logistics and processing services in cloud manufacturing	27
Variable stiffness structural design of a dual-segment continuum with independent stiffness and angular position	27
A digital twin for 3D path planning of large-span curved-arm gantry robot	27
A newly developed corner smoothing methodology based on clothoid splines for high speed machine tools	26
Robotic grasping: from wrench space heuristics to deep learning policies	26
Track geometry prediction for Laser Metal Deposition based on on-line artificial vision and deep neural networks	26
Implementation strategy of physical entity for manufacturing system digital twin	26
Flexible scheduling and tactile communication for human–robot collaboration	26
A Data-drivenParameter Planning Method for Structural Parts NC Machining	26
A novel robot co-worker system for paint factories without the need of existing robotic infrastructure	26
Prediction of pose-dependent modal properties and stability limits in robotic ball-end milling	26