International Journal of Computer Integrated Manufacturing

Article	Citations
Digital twin-driven supervised machine learning for the development of artificial intelligence applications in manufacturing	144
Industry 4.0: survey from a system integration perspective	76
Digital twin for smart manufacturing: a review of concepts towards a practical industrial implementation	62
A review of multiple degrees of freedom for additive manufacturing machines	61
Blockchain for supply chain quality management: challenges and opportunities in context of open manufacturing and industrial internet of things	58
Digital twin in manufacturing: conceptual framework and case studies	42
A digital twin-driven approach towards smart manufacturing: reduced energy consumption for a robotic cell	39
User acceptance of virtual reality technology for practicing digital twin-based crisis management	37
A Cloud-based Digital Twin Manufacturing System based on an Interoperable Data Schema for Smart Manufacturing	34
Design of graded lattice structures in turbine blades using topology optimization	31
An approach to develop a digital twin for industry 4.0 systems: manufacturing automation case studies	31
Automated fault detection for additive manufacturing using vibration sensors	30
Leather defect classification and segmentation using deep learning architecture	29
Scheduling of human-robot collaboration in assembly of printed circuit boards: a constraint programming approach	28
Digital twins in human understanding: a deep learning-based method to recognize personality traits	28
Effects of augmented reality glasses on the cognitive load of assembly operators in the automotive industry	27
KGAssembly: Knowledge graph-driven assembly process generation and evaluation for complex components	26
Digital-twin-driven production logistics synchronization system for vehicle routing problems with pick-up and delivery in industrial park	26
An integrated multi-stage vehicle routing and mixed-model job-shop-type robotic disassembly sequence scheduling problem for e-waste management system	25
The role of crowdsourcing in industry 4.0: a systematic literature review	25
Prepared for work in Industry 4.0? Modelling the target activity system and five dimensions of worker readiness	24
A manufacturing innovation overview: concepts, models and metrics	24
A digital twin-enabled value stream mapping approach for production process reengineering in SMEs	24
Digital twin-enabled smart industrial systems: a bibliometric review	23
Digital twin for human-machine interaction with convolutional neural network	22

Energy trade market effect on production scheduling: an Industrial Product-Service System (IPSS) approach	22
Smart manufacturing: a framework for managing performance	21
Closed-loop digital twin system for air cargo load planning operations	21
Prioritization of barriers for Industry 4.0 adoption in the context of Indian manufacturing industries using AHP and ANP analysis	20
A utility-aware multi-task scheduling method in cloud manufacturing using extended NSGA-II embedded with game theory	19
Accurate screw detection method based on faster R-CNN and rotation edge similarity for automatic screw disassembly	19
Digital twin-enabled smart industrial systems: recent developments and future perspectives	18
Virtual reality simulation of human-robot coexistence for an aircraft final assembly line: process evaluation and ergonomics assessment	18
Collaborative robot task allocation on an assembly line using the decision support system	18
Digital twin for geometric feature online inspection system of car body-in-white	17
Identifying the driving and moderating factors of Malaysian SMEs’ readiness for Industry 4.0	17
Causal effect analysis of logistics processes risks in manufacturing industries using sequential multi-stage fuzzy cognitive map: a case study	17
Review of Digital Twin-based Interaction in Smart Manufacturing: Enabling Cyber-Physical Systems for Human-Machine Interaction	17
(AIAM2019) Artificial Intelligence in Software Engineering and inverse: Review	16
A hybrid 3D feature recognition method based on rule and graph	16
Agile product development process transformation to support advanced one-of-a-kind manufacturing	16
A preference-based multi-objective algorithm for optimal service composition selection in cloud manufacturing	15
Adaptive variable layer thickness and perimetral offset planning for layer-based additive manufacturing processes	15
Digital twins in manufacturing: systematic literature review for physical–digital layer categorization and future research directions	14
An integrated multi-objective optimization approach to determine the optimal feature processing sequence and cutting parameters for carbon emissions savings of CNC machining	14
Understanding vulnerabilities in cyber physical production systems	14
Design of a business readiness model to realise a green industry 4.0 company	14
A case-practice-theory-based method of implementing energy management in a manufacturing factory	14
A hybrid algorithm combining genetic algorithm and variable neighborhood search for process sequencing optimization of large-size problem	14
An automatic machining process decision-making system based on knowledge graph	14
Social life cycle performance of additive manufacturing in the healthcare industry: the orthosis and prosthesis cases	14
Simulation-based planning system for shipbuilding	14
Intelligent machining: a review of trends, achievements and current progress	13
A data-driven robust optimization method for the assembly job-shop scheduling problem under uncertainty	13
Machine-learning-based monitoring and optimization of processing parameters in 3D printing	13
Creation of a UX index to design human tasks and workstations	13
Towards an information semantic interoperability in smart manufacturing systems: contributions, limitations and applications	13
Machine learning algorithms for the prediction of the strength of steel rods: an example of data-driven manufacturing in steelmaking	12
A survey of machine learning in additive manufacturing technologies	12
Towards engineering manufacturing systems for mass personalisation: a stigmergic approach	12
Barriers to adoption of industry 4.0 and sustainability: a case study with SMEs	12
Dynamic scheduling of manufacturing systems: a product-driven approach using hyper-heuristics	12
A cyber-physical system architecture based on lean principles for managing industry 4.0 setups	12
Architecture and knowledge modelling for self-organized reconfiguration management of cyber-physical production systems	12
Versatile edge gateway for improving manufacturing supply chain management via collaborative networks	12
An optical system for identifying and classifying defects of metal parts	12
A personalized method of cloud manufacturing service customization	12
Design method of human–industrial robot collaborative workstation with industrial application	11
Integrated fault-tolerant control of assembly and automated guided vehicle-based transportation layers	11
Precision and energy-efficient ball-end milling of Ti6Al4V turbine blades using particle swarm optimization	11
Practical simultaneous scheduling of machines, AGVs, tool transporter and tools in a multi machine FMS using symbiotic organisms search algorithm	11
An augmented reality software suite enabling seamless human robot interaction	11
Non-contact surface roughness evaluation of milling surface using CNN-deep learning models	11
An adaptive process of reverse engineering from point clouds to CAD models	10
CAD-integrated design for manufacturing and assembly in mechanical design	10

Optimization of complex part-machining services based on feature decomposition in cloud manufacturing	10
Digital ergonomics: an evaluation framework for the ergonomic risk assessment of heterogeneous workers	10
Examining smart manufacturing challenges in the context of micro, small and medium enterprises	9
A novel hybrid algorithm for large-scale composition optimization problems in cloud manufacturing	9
A smart reporting framework as an application of multi-agent system in machining industry	9
Computationally intelligent modelling of the plasma cutting process	9
Lean techniques impact evaluation methodology based on a co-simulation framework for manufacturing systems	9
A machine learning approach to quality monitoring of injection molding process using regression models	9
Human-robot activity allocation algorithm for the redesign of manual assembly systems into human-robot collaborative assembly	9
An approach of CAD/CAM data reuse for manufacturing cost estimation	9
Assessing the impact of socio-technical interventions on shop floor work practices	8
Contextual classification for smart machining based on unsupervised machine learning by Gaussian mixture model	8
Autonomous robotic platform for inspection and repairing operations in harsh environments	8
An improved automatic defect identification system on natural leather via generative adversarial network	8
A multi-agent and internet of things framework of digital twin for optimized manufacturing control	8
An industry 4.0 approach to electric vehicles	8
Data analytics in quality 4.0: literature review and future research directions	8
Deep learning for industrial image: challenges, methods for enriching the sample space and restricting the hypothesis space, and possible issue	8
Development of automated feature extraction and convolutional neural network optimization for real-time warping monitoring in 3D printing	8
Development of programmable system on chip-based weld monitoring system for quality analysis of arc welding process	8
Polytope-based tolerance analysis with consideration of form defects and surface deformations	8
A framework for cyber-physical production system management and digital twin feedback monitoring for fast failure recovery	8
Fault diagnosis method for disc slitting machine based on wavelet packet transform and support vector machine	8
Zero defect manufacturing: a self-adaptive defect prediction model based on assembly complexity	7
A multi-criteria decision tool for FMEA in the context of product development and industry 4.0	7
A new whale optimisation algorithm based on self-adapting parameter adjustment and mix mutation strategy	7
Transition towards Smart Factories	7
Postprocessor for five-axis machining of STL surfaces based on Nagata interpolation and optimization of rotation angles	7
Computer integrated work-space quality improvement of the C4 parallel robot CMM based on kinematic error model for using in intelligent measuring	7
A hybrid teaching factory model towards personalized education 4.0	7
A system dynamics approach to measure the effect of information sharing on manufacturing/remanufacturing systems’ performance	7
Methodology for data-driven predictive maintenance models design, development and implementation on manufacturing guided by domain knowledge	7
Dynamic control of supported macro/micro-tubes conveying magnetic fluid utilizing intelligibly designed axially functionally graded materials	7
A potential field based multi-axis printing path generation algorithm	6
An integrated system with multiple product lifecycles for remanufacturing (IS-MPLR): new opportunities and challenges	6
Assembly-free design for additive manufacturing of articulated components based on layered precision assignment	6
Feature extraction and process monitoring of multi-channel data in a forging process via sensor fusion	6
Application of machine learning algorithm in the sheet metal industry: an exploratory case study	6
Parametric modeling and performance analysis of a personalized insole based on 3D scanning and selective laser sintering	6
Generation of disassembly plans and quality assessment based on CAD data	6
Impact of total quality management on industry 4.0 readiness and practices: does firm size matter?	6
Prediction of mechanical properties for acrylonitrile-butadiene-styrene parts manufactured by fused deposition modelling using artificial neural network and genetic algorithm	6
Enterprise interoperability assessment: a requirements engineering approach	6
Designing an automated storage/retrieval system with a single aisle-mobile crane under three new turnover based storage policies	6
Special issue on ‘transdisciplinary approaches to digital manufacturing for industry 4.0’	6
Angle analysis of fabric wrinkle by projected profile light line method, image processing and neuro-fuzzy system	6
Smart manufacturing systems: a futuristics roadmap towards application of industry 4.0 technologies	6
Adopting a circular open-field layout in designing flexible manufacturing systems	6
Digital twin-based research on the prediction method for the complex product assembly abnormal events	6
A simulation-based decision support system to improve the resilience of the food supply chain	6
Using Machine-Learning techniques and Virtual Reality to design cutting tools for energy optimization in milling operations	6
A data-driven scheduling knowledge management method for smart shop floor	6
Fault diagnosis of multi-channel data in a forging process using the linear support higher-order tensor machine	5
Design of intelligent manufacturing system based on digital twin for smart shop floors	5
An efficient automobile assembly state monitoring system based on channel-pruned YOLOv4 algorithm	5
Smart fault detection and optimal variables identification using Kernel Mahalanobis Distance for industrial manufacturing processes	5
Geometry-based Bend Feasibility Matrix for bend sequence planning of sheet metal parts	5
The state-of-the-art of wire arc directed energy deposition (WA-DED) as an additive manufacturing process for large metallic component manufacture	5
Geometric model reconstruction and CNC machining for damaged blade repair	5
New approaches for rebalancing an assembly line with disruptions	5
Decision-making in smart manufacturing: A framework for performance measurement	5
H-infinity optimised control of external inertial actuators for higher precision robotic machining	5
Manufacturing personnel task allocation taking into consideration skills and remote guidance based on augmented reality and intelligent decision making	5
A collaboration mechanism for service-oriented manufacturing processes with uncertain duration: a perspective of efficiency	5
A new approach for reusable 3D CAD objects detection, by similarity calculation based on Bayesian network models (BNM)	5
Instance segmentation of point cloud captured by RGB-D sensor based on deep learning	5
Data continuity and traceability in complex manufacturing systems: a graph-based modeling approach	5
Alternative process routing and consolidated production-distribution planning with a destination oriented strategy in cloud manufacturing	5
The decision-making framework for assembly tasks planning in human–robot collaborated manufacturing system	5
Manufacturability evaluation of parts using descriptor-based machining feature recognition	5
Mould wear-out prediction in the plastic injection moulding industry: a case study	4
Allocation and scheduling of digital dentistry services in a dental cloud manufacturing system	4
A human-oriented design process for collaborative robotics	4
A stochastic evaluation framework to improve the robustness of manufacturing systems	4
Sensor signal selection for tool wear curve estimation and subsequent tool breakage prediction in a drilling operation	4
Emergent control in the context of industry 4.0	4
A framework to integrate novelty detection and remaining useful life prediction in Industry 4.0-based manufacturing systems	4
Towards deep-learning-based image enhancement for optical camera-based monitoring system of laser powder bed fusion process	4
HardOps: utilising the software development toolchain for hardware design	4
Physics-based modelling of robot’s gearbox including non-linear phenomena	4

A sub-assembly division method based on community detection algorithm	4
Development of a structural framework to improve reconfigurable manufacturing system adoption in the manufacturing industry	4
Developing continuous machining strategy for cost-effective five-axis CNC milling systems with a four-axis controller	4
Bayesian optimisation of part orientation in additive manufacturing	4
A novel adaptive balance-drive mechanism for industrial robots using a series elastic actuator	4
Transdisciplinary system of systems development in the trend to X4.0 for intelligent manufacturing	4
Decomposition of machining error for surfaces using complete ensemble empirical mode decomposition with adaptive noise	4
Influence of the compensation method of machining errors of Bspline and Cspline	4
(DT4Smart) a digital twin-based modularized design approach for smart warehouses	4
Readiness assessment for smart manufacturing system implementation: multiple case of Indian small and medium enterprises	3
Methodology for enabling dynamic digital twins and virtual model evolution in industrial robotics - a predictive maintenance application	3
A hybrid machine learning method for procurement risk assessment of non-ferrous metals for manufacturing firms	3
Topology optimization of the vibrating structure for fused deposition modelling of parts considering a hybrid deposition path pattern	3
Design of redistributed manufacturing networks: a model-based decision-making framework	3
Predictions of in-situ melt pool geometric signatures via machine learning techniques for laser metal deposition	3
Onesided offsetting and smoothing algorithm for complex 3D trimming curve of trimming insert steel for automotive panels	3
Guidelines to develop demonstration models on industry 4.0 for engineering training	3
Simulation of in-house logistics operations for manufacturing	3
Automation of geometric feature computation through image processing approach for single-layer laser deposition process	3
Design, modelling, optimisation and validation of condition-based maintenance in IoT enabled hybrid flow shop	3
A Method to Support Design for Serviceability in the Early Stages of New Product Development	3
Learning with supervised data for anomaly detection in smart manufacturing	3
A data-driven digital twin framework for key performance indicators in CNC machining processes	3
Human-robot mobile co-manipulation of flexible objects by fusing wrench and skeleton tracking data	3
Automated picking-sorting system for assembling components in an IKEA chair based on the robotic vision system	3
Integration of sub-task scheduling and logistics in cloud manufacturing systems under setup time and different task arrival times	3
Development of testbed for cyber-manufacturing security issues	3
Contrasting digital twin vision of manufacturing with the industrial reality	3
Digital-twin-based job shop multi-objective scheduling model and strategy	3
knowledge representation in Industry 4.0 scheduling problems	3
Big data-based research on active remanufacturing comprehensive benefits evaluation of mechanical product	3
Experimental approach towards parameter evaluation in laser powder bed fusion of metals	3
Virtual training and commissioning of industrial bin picking systems using synthetic sensor data and simulation	3
Recommending collaborations with newly emerged services for composition creation in cloud manufacturing	3
On the quantification of human-robot collaboration quality	3
CNC-C2: an ISO14649 and IEC61499 compliant controller	3
Multi-objective optimization of milling process: exploring trade-off among energy consumption, time consumption and surface roughness	3
Predicting volumetric error compensation for five-axis machine tool using machine learning	3
Machine learning algorithms applied to intelligent tyre manufacturing	3
Development and performance evaluation of a web-based feature extraction and recognition system for sheet metal bending process planning operations	3
Sequential delay-free strategy for sliding mode position observer considering analog and digital implementations of PMSM drives	2
An approach to evaluate CAM software alternatives	2
Blank shape optimization in sheet metal processing using a hybrid fuzzy-sensitivity method	2
A multi-period multiple parts mixed integer linear programming model for AM adoption in the spare parts supply Chain	2
Towards gestured-based technologies for human-centred Smart Factories	2
Review of task allocation for human-robot collaboration in assembly	2
An intelligent constitutive and collaborative framework by integrating the design, inspection and testing activities using a cloud platform	2
A new study for prediction and optimisation of energy consumption during high-speed milling	2
Risk-based life cycle cost analysis using a two-level multi-objective genetic algorithm	2
Different build strategies and computer-aided process planning for fabricating a functional component through hybrid-friction stir additive manufacturing	2
Using cloud manufacturing to establish an ecosystem network for COVID-19 ventilator production	2
Smart seru production system for Industry 4.0: a conceptual model based on deep learning for real-time monitoring and controlling	2
Explainable human activity recognition based on probabilistic spatial partitions for symbiotic workplaces	2
Automatic machining feature recognition from STEP files	2
A framework to design smart manufacturing systems for Industry 5.0 based on the human-automation symbiosis	2
Finding optimal correspondence sets for large digital metrology point clouds using anisotropic diffusion analogy	2
Computer-aided process planning system for super finishing of flat surfaces with pockets through magnetorheological finishing process	2
Competitive strategy and production strategy of the original equipment manufacturer and the third-party remanufacturer in remanufacturing	2
A digital twin reference architecture for pharmaceutical cannabis production	2
A low-cost camera-based tracking theodolite for large-scale metrology applications	2
An improved memory networks based product model classification method	2
Research on vision navigation and position system of agricultural unmanned aerial vehicle	2
Experimental and analytical evaluation of tool path error using computer integrated nonlinear kinematical modeling for a 4DOF parallel milling machine	2
Special issue on the application of artificial intelligence in advanced manufacturing	2
Online monitoring for error detection in vat photopolymerization	2
Development of surface texture evaluation system for highly sparse data-driven machining domains	2
Human-centered performance management in manual assembly – The impact of gamified KPI provision on performance and motivation	2
Unlocking factors of digital twins for smart manufacturing: a case of emerging economy	2
AGV dispatching algorithm based on deep Q-network in CNC machines environment	2
Dynamic modeling and analysis of multi-product flexible production line	2
A product-process-resource based formal modelling framework for customized manufacturing in cyber-physical production systems	2
A computational scheme for data scheduling in industrial enterprise network using linear mixed model approach	2
Recommended layer thickness to the powder-based additive manufacturing using multi-attribute decision support	2
Modelling and platform application of the behaviour of a cyber physical production system	2
A connective framework to minimize the anxiety of collaborative Cyber-Physical System	2
Semantic rules for capability matchmaking in the context of manufacturing system design and reconfiguration	2
Generalization of reference filtering control strategy for 2D/3D visual feedback control of industrial robot manipulators	2
A collaboration approach for cloud factories based on Kuhn–Munkras algorithm	2