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What are recommendations for future research related to ‘Digital Twins’?

Orderd by score.

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  answer score title
0 Identify current gaps and directions 0.9862 Towards a semantic Construction Digital Twin: Directions for future research
1 Challenges and breakthroughs 0.9522 Create the Individualized Digital Twin for Noninvasive Precise Pulmonary Healthcare
2 tests, follow-ups, or medication updates 0.9457 Human Digital Twin: Enabling Human-Multi Smart Machines Collaboration
3 Recommendations 0.9222 Man, machine and work in a digital twin setup: a case study
4 memorization and predictability 0.9169 Digital Twin in the IoT context: a survey on technical features, scenarios and architectural models
5 Research questions and applied methods 0.9131 CONCEPTION OF A DIGITAL TWIN IN MECHANICAL ENGINEERING – A CASE STUDY IN TECHNICAL PRODUCT DEVELOPMENT
6 monitoring, optimization, prognostics and diagnostics 0.9129 Demonstration of an Industrial Framework for an Implementation of a Process Digital Twin
7 Framework, control approach and implementation 0.9119 Digital twin-based industrial cloud robotics: Framework, control approach and implementation
8 clustering-based behavioural analysis 0.9051 Data-driven Digital Twin approach for process optimization: an industry use case
9 model discrepancy and prognosis 0.9026 Digital twin, physics-based model, and machine learning applied to damage detection in structures
10 asset integrity monitoring, project planning, and life cycle management 0.8907 Digital Twin for the Oil and Gas Industry: Overview, Research Trends, Opportunities, and Challenges
11 similar cell designs and operating conditions 0.8881 Digital Twin-Driven All-Solid-State Battery: Unraveling the Physical and Electrochemical Behaviors
12 Diagnostics, Optimisation and Prediction 0.8784 Digital Twin Applications: Diagnostics, Optimisation and Prediction
13 V-ontology 0.8698 Creating a Digital Twin to the Online Promotion Process for Small Businesses
14 big data analytics 0.8696 Digital twin-driven manufacturing cyber-physical system for parallel controlling of smart workshop
15 storage allocation, assignment and order-picking 0.8454 Digital twin-driven joint optimisation of packing and storage assignment in large-scale automated high-rise warehouse product-service system
16 intelligent automation and autonomy 0.8371 Digital Twin of manufacturing systems: a case study on increasing the efficiency of reconfiguration
17 Simulation results 0.8361 Tolerance Allocation With Simulation-Based Digital Twin for CFRP-Metal Countersunk Bolt Joint
18 efficient methods for data reduction 0.8333 How to tell the difference between a model and a digital twin
19 production planning and control, maintenance, layout planning, logistics and product lifecycle 0.8329 Contribution to the development of a Digital Twin based on product lifecycle to support the manufacturing process
20 decision-support data 0.8294 User acceptance of virtual reality technology for practicing digital twin-based crisis management
21 to-measure properties and verify model accuracy 0.8292 Process compensated resonance testing (PCRT) inversion for material characterization and digital twin calibration
22 open issues 0.824 Intelligent Digital Twin-Based Software-Defined Vehicular Networks
23 software environment support 0.8217 Digital Twin of Solid Rocket Motor, Problem and Challenge
24 digitizing elements, processes and systems of physical entities 0.8201 Digital geoTwin Vienna: Towards a Digital Twin City as Geodata Hub
25 smart pumps and (b) pumping as a service 0.805 Supporting Early Phases of Digital Twin Development with Enterprise Modeling and Capability Management: Requirements from Two Industrial Cases
26 defects, damages, failures 0.7995 A Survey on Digital Twin: Definitions, Characteristics, Applications, and Design Implications
27 new control reconfiguration actions 0.7964 A Unified Digital Twin Framework for Real-time Monitoring and Evaluation of Smart Manufacturing Systems
28 re-usability, interoperability, and interchangeability 0.7958 A Requirements Driven Digital Twin Framework: Specification and Opportunities
29 different lifecycle phases 0.7956 Review of digital twin about concepts, technologies, and industrial applications
30 Conclusion, Limitations, and Outlook 0.7857 A Taxonomy of Digital Twins
31 Changes in policy 0.7842 The US Air Force Digital Thread/Digital Twin - Life Cycle Integration and Use of Computational and Experimental Knowledge
32 data acquisition and machining state monitoring 0.7807 Real-time machining data application and service based on IMT digital twin
33 updates and enhancements 0.7707 Information model and software architecture for the implementation of the digital twin of the turbine rotor
34 probabilistic prognosis andoptimization under uncertainty 0.7671 Digital twin approach for damage-tolerant mission planning under uncertainty
35 all these steps should be implemented 0.7624 Optimization-driven product development to support digital twin creation on the small UAV case study
36 high-fidelity reference models 0.7595 A digital twin to train deep reinforcement learning agent for smart manufacturing plants: Environment, interfaces and intelligence
37 integrating online monitoring and real-time simulation techniques 0.7527 Digital twin for the structural health management of reusable spacecraft: A case study
38 algorithms and sensor-based data 0.7503 MES-integrated digital twin frameworks
39 boosting agriculture 0.7501 Digital Twin Technology for Aquaponics: Towards Optimizing Food Production with Dynamic Data Driven Application Systems
40 maintenance and usage information 0.748 Digital Twin Data Modeling with AutomationML and a Communication Methodology for Data Exchange
41 Data security concerns and secure data encryption 0.747 Exploring the blue skies potential of digital twin technology for a polar supply and research vessel
42 reflections 0.7452 Digital Twin: Values, Challenges and Enablers
43 Granting data connectivity and full bandwidth 0.7428 Digital Twin Reference Model Development to Prevent Operators’ Risk in Process Plants
44 data integration and fusion 0.7361 A Novel Cloud-Based Framework for the Elderly Healthcare Services Using Digital Twin
45 modification of tactics 0.7284 The Digital (Mission) Twin: an Integrating Concept for Future Adaptive Cyber-Physical-Human Systems
46 Quality analysis 0.7258 Review on the Application of Industry 4.0 Digital Twin Technology to the Quality Management
47 multi-domain simulation, joint simulation of multi-simulation systems coupling 0.7251 Enabling technologies and tools for digital twin
48 extrapolation 0.7166 Machine learning based digital twin for dynamical systems with multiple time-scales
49 Product Pre-Knowledge object and RFID logging 0.716 A Digital Twin for Grinding Wheel: An Information Sharing Platform for Sustainable Grinding Process
50 model development, data processing, and model training 0.7105 Machine Learning based Digital Twin Framework for Production Optimization in Petrochemical Industry
51 Simulations 0.7059 Proposal of Digital Twin Platform Based on 3D Rendering and IIoT Principles Using Virtual / Augmented Reality
52 key technologies and challenges 0.7055 Digital Twin Shop-Floor: A New Shop-Floor Paradigm Towards Smart Manufacturing
53 utilise both digital twin technology and big data 0.7049 The modelling and operations for the digital twin in the context of manufacturing
54 updates and enhancements 0.7025 Faster than real-time simulation of mobile crane dynamics using digital twin concept
55 establishing relationships between projections by detecting shared data flows 0.7 A Method for Digital Twin Generation Based on the Aggregation of Information Objects
56 productivity, performance, and predictability 0.6955 Building an organizational digital twin
57 updates and enhancements 0.691 The digital twin technology and its role in manufacturing
58 real time optimization 0.6888 Inspection Data to Support a Digital Twin for Geometry Assurance
59 process template 0.6838 The Modelling and Using Strategy for The Digital Twin in Process Planning
60 real-time data, integration, and fidelity 0.6818 Digital Twin Requirements in the Context of Industry 4.0
61 real-time process optimization, process monitoring, and prediction of quality defects 0.6813 Digital Twin concept for smart injection molding
62 specification of technologies for data acquisition from control process 0.6802 Digital Twin of Experimental Workplace for Quality Control with Cloud Platform Support
63 machining accuracy, chip formation and tool wear 0.6779 Digital equipment twin as the basis for the consumer in digital production
64 evolution 0.6738 Augmented Kalman filter with a reduced mechanical model to estimate tower loads on an onshore wind turbine: a digital twin concept
65 luxury products and white goods 0.6702 Digital Twin Concepts in Manufacturing Industries - A Literature Review and Avenues for Further Research
66 using simulations 0.6666 Challenges of Digital Twin System
67 different model parts could come from different organizations 0.6602 Next Generation Digital Twin: an Ecosystem for Mechatronic Systems?
68 product, process and use environment 0.6577 Digital twin for Advanced Service delivery systems: Opportunities and challenges
69 how to cost effectively create it 0.6571 Automated Creation of the Pipeline Digital Twin During Construction: Improvement to Construction Quality and Pipeline Integrity
70 approval of the final version 0.6527 Digital twin-based opti-state control method for a synchronized production operation system
71 Process design and operation model validation method 0.6525 Accelerating Biologics Manufacturing by Modeling or: Is Approval under the QbD and PAT Approaches Demanded by Authorities Acceptable without a Digital-Twin?
72 location, last host, health level and power level 0.6522 Digital twin-enabled Graduation Intelligent Manufacturing System for fixed-position assembly islands
73 updates and enhancements 0.6503 Research on Application of Digital Twin in Simulation of Equipment Maintenance Support
74 production platforms 0.6494 Micro Manufacturing Unit – Creating Digital Twin Objects with Common Engineering Software
75 The mechanism, methods, and technologies of operating and evolving models 0.6494 Digital twin-based smart production management and control framework for the complex product assembly shop-floor
76 integration breadth, connectivity modes, digital model richness and human interaction 0.6493 Ontology-based modeling of part digital twin oriented to assembly
77 digital replicas of physical objects 0.6493 DIGITAL TWIN OF DISTRIBUTED ENERGY DEVICES
78 more accurate fault diagnosis method would be focused 0.6493 Data-driven digital twin technology for optimized control in process systems
79 accuracy, applicability, and peculiarities 0.648 Application of Digital Twin for Gas Turbine Off-Design Performance and Operation Analyses
80 specific changes from AI and Digital Twin analysis 0.6461 Digital Twin: Enabling Technologies, Challenges and Open Research
81 Monitor anomalies, fatigue, crack paths 0.6455 A Review of the Roles of Digital Twin in CPS-based Production Systems
82 time-consuming complete weld sequence problem optimisation 0.6451 A method for identification and sequence optimisation of geometry spot welds in a digital twin context
83 cybermanufacturing, sustainable manufacturing, adaptive machining 0.645 Work in Progress: Enable Digital Thread and Digital Twin Learning Envi-ronment for Cybermanufacturing Education
84 The VV must interactively learn large amounts of information both accurately and quickly 0.6354 A novel digital twin-centric approach for driver intention prediction and traffic congestion avoidance
85 Data Mining 0.6307 Improving Process Using Digital Twin: A Methodology for the Automatic Creation of Models
86 redeploying the DT is not necessary 0.6263 Model-Driven Development of a Digital Twin for Injection Molding
87 dynamic scheduling and real-time response 0.6247 Digital-Twin-Based Job Shop Scheduling Toward Smart Manufacturing
88 stakeholders, use cases and implementation 0.6201 Architecture of a Digital Twin for Enabling Digital Services for Battery Systems
89 digital representations of a physical systems 0.6193 Using Digital Twin Technology to Ensure Data Quality in Transport Systems
90 operator productivity measurement using the MES 0.6192 Part data integration in the Shop Floor Digital Twin: Mobile and cloud technologies to enable a manufacturing execution system
91 more and more aspects of the operation are automated 0.619 Seismic RTDT: Real-Time Digital Twin for Boosting Performance of Seismic Operations
92 customer specific products and materials 0.6145 An Investigation of Smart Manufacturing Using Digital Thread and Digital Twin Technology for Enhancement of Product Life Cycle
93 simple color coding and intuitive visualizations 0.613 On Digital Twin Condition Monitoring Approach for Drivetrains in Marine Applications
94 prediction and warnings 0.6128 Industry 4.0 - Digital Twin Applied to Direct Digital Manufacturing
95 lack of accurate, unified definition and description 0.6127 An application framework of digital twin and its case study
96 economic indicators 0.6126 A Digital Twin for Operational Evaluation of Vertical Transportation Systems
97 Heritage documentation, preventive conservation 0.6075 DIGITAL TWIN: A HBIM-BASED METHODOLOGY TO SUPPORT PREVENTIVE CONSERVATION OF HISTORIC ASSETS THROUGH HERITAGE SIGNIFICANCE AWARENESS
98 manufacturing comments 0.607 Deep learning-enabled intelligent process planning for digital twin manufacturing cell
99 automatic monitoring and detecting 0.6061 Drilling Digital Twin Success Stories the Last 10 Years
100 integrating HBIM models in the global reflection of heritage assets management 0.6023 Digital Twin: Research Framework to Support Preventive Conservation Policies
101 Enhancement of the existing implementation for detailed debugging 0.6003 Modular Fault Ascription and Corrective Maintenance Using a Digital Twin
102 several principles of the DT model technology 0.5931 A Comparative Study on Digital Twin Models
103 virtual substitutes of real world objects 0.5888 Flexible Work Cell Simulator Using Digital Twin Methodology for Highly Complex Systems in Industry 4.0
104 changes in density and their effects on the urban climate or on traffic and mobility 0.5864 The Digital Twin of the City of Zurich for Urban Planning
105 IALA Guideline 1111 0.5858 Usage of Digital Twin Technologies during System Modeling and Testing in Vessel Traffic Services System Project
106 natural interfaces 0.585 Stages of Design of Digital Twin for Local Enterprise
107 feature recognition or the knowledge-based system for reusing process knowledge 0.5844 Digital twin-based process reuse and evaluation approach for smart process planning
108 operational decision-making support 0.5816 An appraisal of literature for design and implementation of developing a framework for digital twin and validation through case studies
109 repeated Bayesian model calibrations 0.5809 The Airframe Digital Twin: Some Challenges to Realization
110 integration, multiphysical, multiscale, probabilistic characteristics 0.5759 Digital Twin Technology
111 section 6 0.5732 Review of digital twin applications in manufacturing
112 several existing standards and new standard initiatives 0.5717 A Digital Twin Based Industrial Automation and Control System Security Architecture
113 studies on the work center are lacking 0.5679 VREDI: virtual representation for a digital twin application in a work-center-level asset administration shell
114 Assessment during or right after construction, inspections and monitoring 0.566 Monitoring and Inspection Techniques Supporting a Digital Twin Concept in Civil Engineering
115 efficient process preview, dynamic equipment modeling and adaptive device controlling 0.5648 Digital twin-enabled self-evolved optical transceiver using deep reinforcement learning
116 big data analytics 0.5597 A Digital Twin-Based Approach for Designing and Multi-Objective Optimization of Hollow Glass Production Line
117 updates and enhancements 0.5558 «Digital Twin» technology in medical information systems
118 related terms used as synonyms arose 0.5543 WHAT IS A DIGITAL TWIN? – DEFINITIONS AND INSIGHTS FROM AN INDUSTRIAL CASE STUDY IN TECHNICAL PRODUCT DEVELOPMENT
119 design, production and operations 0.552 Systems engineering and digital twin: a vision for the future of cruise ships design, production and operations
120 two points 0.5518 Big data driven Hierarchical Digital Twin Predictive Remanufacturing paradigm: Architecture, control mechanism, application scenario and benefits
121 Simulation based technology and data-driven technology 0.5502 A Survey of Digital Twin Technology for PHM
122 precise, virtual copies of machines or systems 0.5447 Hardware and Software Infrastructure of Digital Twin Technology
123 technology driven approaches as the key solutions to integrate standard health and safety management practices 0.5438 Development of a Digital Twin Model for Real-Time Assessment of Collision Hazards
124 two improvements are possible to realize 0.5433 Digital Twin for NC Machining Using Complete Process Information Expressed by STEP-NC Standard
125 pre-defined datastructuresanddefinitions 0.5429 The Post-Occupancy Digital Twin: A Quantitative Report on Data Standardisation and Dynamic Building Performance Evaluation
126 different separated disciplines 0.5408 Challenges and Potentials of Digital Twins and Industry 4.0 in Product Design and Production for High Performance Products
127 challenges and limitations 0.5378 Digital twin-based smart assembly process design and application framework for complex products and its case study
128 physical objects, virtual objects, and the connection of physical space and virtual space 0.5299 A enhanced interaction framework based on VR, AR and MR in digital twin
129 model-based engineering 0.5291 Exploiting Digital Twin Technology to Teach Engineering Fundamentals and Afford Real-World Learning Opportunities
130 changes in mission profile to decrease loads 0.5282 Leveraging Digital Twin Technology in Model-Based Systems Engineering
131 virtual commissioning, prognostic simulation, and reactive simulation 0.5263 Operation Procedures of a Work-Center-Level Digital Twin for Sustainable and Smart Manufacturing
132 4.0 0.5263 Towards improving the future of manufacturing through digital twin and augmented reality technologies
133 machine analysis-, simulation- and learning methods 0.524 ADVANTAGES OF A DIGITAL TWIN - BIM 7D - FOR HIGH VOLTAGE SUBSTATION ENGINEERING USING OPTICAL SYMBOL RECOGNITION TECHNOLOGY
134 key technologies and the application practices 0.5189 Prediction maintenance integrated decision-making approach supported by digital twin-driven cooperative awareness and interconnection framework
135 incorporating more artificial intelligence techniques with advanced manufacturing technologies in the manufacturing system design 0.5173 Digital twin-based designing of the configuration, motion, control, and optimization model of a flow-type smart manufacturing system
136 communicate with each other to enable a collaborative data management system 0.5155 Digital Twin-enabled Collaborative Data Management for Metal Additive Manufacturing Systems
137 no historical degradation records are available 0.5147 A Digital Twin Proof of Concept to Support Machine Prognostics with Low Availability of Run-To-Failure Data
138 Limitations and Future DirectionsSeveral limitations 0.5146 Smart City Digital Twin–Enabled Energy Management: Toward Real-Time Urban Building Energy Benchmarking
139 Research of control methods in cyber-physical systems 0.5142 IoT-based Mine Ventilation Control System Architecture with Digital Twin
140 finishing dates and resource utilizations 0.512 Simulation-ready digital twin for realtime management of logistics systems
141 system performance 0.5072 On Risk of Digital Twin Implementation in Marine Industry: Learning from Aviation Industry
142 Index Terms 0.507 Pervasive Computing Integrated Discrete Event Simulation for a Hospital Digital Twin
143 no saturation machine saturation or FET driver deadtime was considered 0.5067 Digital Twin Real-Time FPGA Implementation for Light Electric Vehicle Propulsion System Using EMR Organization
144 ensuring repeatability of the experiments 0.5063 A Methodology for the Experimental Validation of an Aircraft ECS Digital Twin Targeting System Level Diagnostics
145 utilisation, maintenance and upgrade services 0.5046 Digital twin-driven product design framework
146 simulation, process planning, robotics, and optimization 0.5023 Digital twin-based cyber physical production system architectural framework for personalized production
147 machine learning methods 0.4994 Development of digital twin of CNC unit based on machine learning methods.
148 data models, communication protocols and data exchange or database formats 0.4986 Dynamic digital twin for predictive maintenance in flexible production systems
149 all aspects of the technical side 0.4964 Synchronizing physical factory and its digital twin through an IIoT middleware: a case study
150 business rules and objectives 0.4904 The Digital Twin concept and its role in reducing uncertainty in synchromodal transport
151 universal control algorithms 0.4901 Digital Twin based synchronised control and simulation of the industrial robotic cell using Virtual Reality
152 uncertainty 0.4875 Sensor Control in Anti-Submarine Warfare—A Digital Twin and Random Finite Sets Based Approach
153 when all SCC values are greater than 0 0.4867 Digital Twin Driven Green Performance Evaluation Methodology of Intelligent Manufacturing: Hybrid Model Based on Fuzzy Rough-Sets AHP, Multistage Weight Synthesis, and PROMETHEE II
154 rigorous mathematical models 0.4862 Digital Twin for Monitoring of Industrial Multi-Effect Evaporation
155 interoperability-context system architecture and information flow 0.4859 Design and implementation of a digital twin application for a connected micro smart factory
156 systems would be able to establish the communication between devices 0.4852 Prototyping a Digital Twin for Real Time Remote Control Over Mobile Networks: Application of Remote Surgery
157 real-time monitoring, optimization simulation, and intelligent forecasting 0.4846 Information modeling for cyber-physical production system based on digital twin and AutomationML
158 improving their fitness experience and their wellness in general 0.4844 Human Digital Twin for Fitness Management
159 continuously optimize the existing digital twin model by more intelligent algorithms 0.4789 Application framework of digital twin-driven product smart manufacturing system: A case study of aeroengine blade manufacturing
160 condition monitoring and predictive maintenance 0.4781 Integration of a digital twin as human representation in a scheduling procedure of a cyber-physical production system
161 change in structure, behaviours and/or goal of a real environment 0.4744 An actor based simulation driven digital twin for analyzing complex business systems
162 different heuristics 0.4711 Deriving a Cost-Effective Digital Twin of an ICS to Facilitate Security Evaluation
163 discussions, stats, and author profiles 0.4706 Digital Twin: An Enabler for New Business Models
164 test artifacts with simple shapes 0.4689 Toward the digital twin of additive manufacturing: Integrating thermal simulations, sensing, and analytics to detect process faults
165 to detect blockages in arteries 0.4686 A semi-active human digital twin model for detecting severity of carotid stenoses from head vibration—A coupled computational mechanics and computer vision method
166 real-time monitoring 0.4674 Towards a digital twin: a hybrid data-driven and mechanistic digital shadow to forecast the evolution of lignocellulosic fermentation
167 seamlessly integrated into the process control system 0.4674 Real-Time Production Optimization - Applying a Digital Twin Model to Optimize the Entire Upstream Value Chain
168 the virtual twin and the co-simulation 0.4652 Using digital twin for maintenance applications in manufacturing: State of the Art and Gap analysis
169 global optimization, robustness, process resilience and plant sustainability 0.4623 Embedded Digital Twin for ARTI-Type Control of Semi-continuous Production Processes
170 further elaboration of the HMM should be performed 0.4586 A molecular dynamics based digital twin for ultrafast laser material removal processes
171 increased knowledge of past operations would greatly assist decision making today 0.4584 Digital twin of nuclear waste management facilities
172 Remote monitoring, fault detection and diagnosis 0.4579 A six-layer architecture for the digital twin: a manufacturing case study implementation
173 all these pilots are closely aligned with current national and regional development objectives 0.4562 Digital Twin for Everything: Some Pilot Studies
174 the DT-based machine availability prediction, disturbance detection, and performance evaluation 0.4553 Digital Twin Enhanced Dynamic Job-Shop Scheduling
175 The concept of cloning Digital Twins of the landscape 0.4549 Planning Agricultural Core Road Networks Based on a Digital Twin of the Cultivated Landscape
176 updates and enhancements 0.4547 Digital Twin-Driven Control Method for Robotic Automatic Assembly System
177 tool wear and device failure 0.4539 Manufacturing Blockchain of Things for the Configuration of a Data-and Knowledge-Driven Digital Twin Manufacturing Cell
178 establishes a digital-information model of the hydraulic support 0.4501 Virtual monitoring method for hydraulic supports based on digital twin theory
179 rarely modeled in terms of structure and interaction 0.4484 Modeling and implementation of a digital twin of material flows based on physics simulation
180 designs of gearboxes simultaneously using two friction clutches for shifting gears 0.4452 Digital twin of wheel tractor with automatic gearbox
181 requirements, designs 0.444 Model-Based Design of Complex Aeronautical Systems Through Digital Twin and Thread Concepts
182 building specification, time schedule,cost estimation, and maintenancemanagement 0.4424 Digital Twin: Vision, Benefits, Boundaries, and Creation for Buildings
183 action is performed to improve the health of the FSW machine 0.4414 Digital twin: current scenario and a case study on a manufacturing process
184 entity model, virtual model and their connections 0.4411 Digital Twin for Machining Tool Condition Prediction
185 research on intelligent measuring equipment and the micro sensor considering a fusion of multiple scenarios 0.44 A Digital Twin-Based Approach for Quality Control and Optimization of Complex Product Assembly
186 updates and enhancements 0.4389 Discussion on the New Operation Management Mode of Hydraulic Engineering Based on the Digital Twin Technique
187 mathematic method, optimization algorithms and sophisticated computer software tools 0.4387 Digital Twin Driven Green Material Optimal-Selection towards Sustainable Manufacturing
188 to improve the accuracy of energy model and perfect the virtual model 0.4336 Digital Twin-Based Energy Modeling of Industrial Robots
189 security, integrity and accountability 0.433 A Visionary Model on Blockchain-based Accountability for Secure and Collaborative Digital Twin Environments
190 decision making process 0.4316 A digital twin for composite parts manufacturing : Effects of defects analysis based on manufacturing data
191 algorithms can be de- veloped and implemented 0.4281 Dracena: Real-Time Digital Twin Platform
192 reliable recommendations for political decision-making 0.4262 The Digital Twin of the Economy: Proposed Tool for Policy Design and Evaluation
193 Conclusion and Future Outlook 0.4262 Application of a Hybrid Digital Twin Concept for Factory Layout Planning
194 root cause analysis and product quality monitoring 0.4227 A DIGITAL TWIN FOR ROOT CAUSE ANALYSIS AND PRODUCT QUALITY MONITORING
195 digital human modellingIntroductionDigital representations 0.4204 The digital twin implementation for linking the virtual representation of human-based production tasks to their physical counterpart in the factory-floor
196 Values, Challenges and Enablers 0.4197 Digital Twin: Values, Challenges and Enablers From a Modeling Perspective
197 available sensory data 0.4197 C2PS: A Digital Twin Architecture Reference Model for the Cloud-Based Cyber-Physical Systems
198 more Digital Twin technology 0.4196 Research on the Virtual Reality Synchronization of Workshop Digital Twin
199 technologies, processes and methods 0.4182 Digital twin process and simulation operation control technology for intelligent manufacturing unit
200 New research-based architectures and frameworks 0.4182 Challenges of Digital Twin in High Value Manufacturing
201 minor drawbacks 0.4182 A Distributed Ledger Approach to Digital Twin Secure Data Sharing
202 artificial intelligence and corresponding algorithms such as self-calibrating localization 0.4178 Digital Twin as Enabler for an Innovative Digital Shopfloor Management System in the ESB Logistics Learning Factory at Reutlingen - University
203 prospective efforts are required to cover issues with the connectivity of data 0.4148 Digital Twin as a decision-making tool to opt for the most promising Product Design Strategies in a Circular Economy
204 The real-time, security and accuracy of data 0.4125 A Hierarchical Digital Twin Model Framework for Dynamic Cyber-Physical System Design
205 Innovative optimization algorithms 0.4107 AI-Augmented Multi Function Radar Engineering with Digital Twin: Towards Proactivity
206 characterization/measurement methods 0.4106 Measurement methods to build up the digital optical twin
207 real-time location system 0.4106 Real-Time asset tracking; a starting point for Digital Twin implementation in Manufacturing
208 Recent advances in modelling and simulation technology and in industrial interoperability standards 0.4077 Automatic Generation of a Simulation-Based Digital Twin of an Industrial Process Plant
209 multi-source data fusion and management 0.4075 Equipment energy consumption management in digital twin shop-floor: A framework and potential applications
210 identification of stakeholders and assets 0.4073 A Digital Twin-based Privacy Enhancement Mechanism for the Automotive Industry
211 Insufficient elaboration of information safety issues 0.4058 Industry Practices of Digital Twin Technology Application in the Russian Federation
212 management and maintenance 0.4013 Digital twin aided sustainability-based lifecycle management for railway turnout systems
213 predictions of future trends 0.3999 A digital twin-based flexible cellular manufacturing for optimization of air conditioner line
214 historical data can be downloaded at any time to assist enterprise’s production activities 0.3998 DT-II:Digital twin enhanced Industrial Internet reference framework towards smart manufacturing
215 exploration of better optimization approaches and how to solve big data 0.3992 Digital Twin-based Cyber Physical System for Sustainable Project Scheduling
216 updates and enhancements 0.3974 Fatigue life estimation of hydraulically actuated mobile working machines using Internet of Things and Digital Twin concepts
217 Section 4 0.396 Digital Twin-Based Smart Manufacturing System for Project-Based Organizations: A Conceptual Framework
218 future research should analyze the concrete technical and corporate implications 0.3959 Digital Twin: Empowering Enterprises Towards a System-of-Systems Approach
219 continuous encouragement and kind support 0.3948 Health monitoring and prognosis of electric vehicle motor using intelligent-digital twin
220 recommended approaches 0.3946 Multi-Physics-Resolved Digital Twin of Proton Exchange Membrane Fuel Cells with A Data-Driven Surrogate Model
221 fusion of deep learning and LO 0.3898 On the Implementation of IoT-Based Digital Twin for Networked Microgrids Resiliency Against Cyber Attacks
222 future operating guidelines and operation rules 0.3891 Building and exploiting a Digital Twin for the management of drinking water distribution networks
223 complex models and algorithms 0.3885 A Digital Twin-Based Approach for the Fault Diagnosis and Health Monitoring of a Complex Satellite System
224 themes 13 to 19 0.3884 Characterising the Digital Twin: A systematic literature review
225 domain expertise and correlation tables 0.3881 Design of a Hybrid Digital-Twin Flight Performance Model Through Machine Learning
226 the update of OCV curve 0.387 Digital twin for battery systems: Cloud battery management system with online state-of-charge and state-of-health estimation
227 various other emerging technologies 0.3861 Digital Twin Driven Inclusive Manufacturing Using Emerging Technologies
228 simulation results and disassembly 0.3859 Digital twin-based WEEE recycling, recovery and remanufacturing in the background of Industry 4.0
229 Conclusions 0.3853 Exploring the role of Digital Twin for Asset Lifecycle Management
230 Some short-term and long-term benefits 0.3851 Airframe digital twin technology adaptability assessment and technology demonstration
231 Reference positions and corresponding velocities 0.3843 Digital Twin-Based Optimization for Ultraprecision Motion Systems With Backlash and Friction
232 we aim to further expand the TRIZ 0.3839 Conceptual digital twin modeling based on an integrated five-dimensional framework and TRIZ function model
233 personalized actuations 0.3838 An ISO/IEEE 11073 Standardized Digital Twin Framework for Health and Well-Being in Smart Cities
234 set-point 0.3828 Integration of an energy management tool and digital twin for coordination and control of multi-vector smart energy systems
235 calculates the moving resistance along the belt from the current operating conditions 0.3806 Digital twin based method to monitor and optimize belt conveyor maintenance and operation
236 constant interaction and data exchange with a real object 0.3803 Review of modern software complexes and digital twin concept for forecasting emergency situations in oil and gas industry
237 statistics and analysis of data 0.3801 A Digital Twin-Driven Approach for On-line Controlling Quality of Marine Diesel Engine Critical Parts
238 a modelling method and using strategy of DT for CNCMT is proposed 0.38 Digital twin for CNC machine tool: modeling and using strategy
239 optimization and data analysis 0.3777 Integrating the Digital Twin of a Shop Floor Conveyor in the Manufacturing Control System
240 three different input parameter groups 0.376 Automatic Generation of Digital Twin ased on Scanning and Object Recognition
241 Improvement 0.3751 Imagineering on Augmented Reality and Digital Twin for Digital Competence
242 strategic decision-making processes, data collection, and sharing 0.3738 Integrating Virtual Reality and Digital Twin in Circular Economy Practices: A Laboratory Application Case
243 a framework of digital twin workshop has been proposed 0.3717 Modeling of Digital Twin Workshop Based on Perception Data
244 model-based systems engineering 0.3717 TOWARDS A DIGITAL TWIN: HOW THE BLOCKCHAIN CAN FOSTER E/E-TRACEABILITY IN CONSIDERATION OF MODEL-BASED SYSTEMS ENGINEERING
245 incorporation of sensor data acquisition through cloud computing and analysis of acquired data 0.3705 Development of real-time monitoring and control system for Geothermal drilling by using digital twin technology
246 Discrete event simulation and Hybrid commissioning-simulation methods 0.3691 Industrial IoT integrated with Simulation – A Digital Twin approach to support real-time decision making
247 higher performance should be used 0.3688 FROM CAD TO PHYSICS-BASED DIGITAL TWIN: FRAMEWORK FOR REAL-TIME SIMULATION OF VIRTUAL PROTOTYPES
248 theoretical and practical implications 0.3685 Building a digital twin for additive manufacturing through the exploitation of blockchain: A case analysis of the aircraft industry
249 knowledge-based Digital Shadow 0.368 A knowledge-based Digital Shadow for machining industry in a Digital Twin perspective
250 data-driven operations 0.3668 Extracting Value from Data Using an Industrial Data Platform to Provide a Foundational Digital Twin
251 without any previous calibration of the results 0.3667 Development of the simulation model for Digital Twin applications in historical masonry buildings: The integration between numerical and experimental reality
252 the process parameters selected for the validation experiments 0.3654 Torque-Based Temperature Control in Friction Stir Welding by Using a Digital Twin
253 updates and enhancements 0.3636 Development of digital twin of high frequency generator with self-excitation in Simulink
254 Illustrate few cases 0.3618 Service Business Model Innovation: the digital twin technology
255 appropriate parameters for scale-up or scale-down 0.3584 Digital Twin for Extraction Process Design and Operation
256 modular DT, modeling consistency and accuracy 0.3583 A state-of-the-art survey of Digital Twin: techniques, engineering product lifecycle management and business innovation perspectives
257 classifications of the resource type or reference periods 0.3563 Automated Generation of a Digital Twin Using Scan and Object Detection for Data Acquisition
258 test cases 0.3553 Consistency check to synchronize the Digital Twin of manufacturing automation based on anchor points
259 relevant industrial applications and a stable ISO standard 0.3531 Analysis of Digital Twin Definition and Its Difference from Simulation Modelling in Practical Application
260 standards, communication protocols, time-sensitive data processing, and reliability 0.3519 Digital Twin-driven smart manufacturing: Connotation, reference model, applications and research issues
261 decision-making in the system 0.3516 Digital twin modeling method based on biomimicry for machining aerospace components
262 discussions, stats, and author profiles 0.35 WoT Graph as Multiscale Digital-Twin for Cyber-Physical Systems-of-Systems
263 ideas for urgent future research needs 0.3465 The digital twin of discrete dynamic systems: Initial approaches and future challenges
264 integration, interoperability and collaboration 0.3455 Designing a unique Digital Twin for linear infrastructures lifecycle management
265 dynamic circulation recommendations or automatic control 0.3453 A Framework of Smart Railway Passenger Station Based on Digital Twin
266 simplified process simulations and efficiency optimizations, predictions, early warnings 0.3434 Robust Digital Twin Compositions for Industry 4.0 Smart Manufacturing Systems
267 challenges and future work direction 0.3433 Digital twin-driven rapid reconfiguration of the automated manufacturing system via an open architecture model
268 data-based models and analytics 0.3405 SERVICE VALUE CREATION USING A DIGITAL TWIN
269 placeholders 0.3394 The role of the Industry 4.0 asset administration shell and the digital twin during the life cycle of a plant
270 monitoring and inspection data are used as input parameters 0.3388 A new concept of digital twin of artifact systems: synthesizing monitoring/inspections, physical/numerical models, and social system models
271 16-G-005 0.3371 An Ultrafast Crack Growth Lifing Model to Support Digital Twin, Virtual Testing, and Probabilistic Damage Tolerance Applications
272 present case studies 0.3345 ‘MIRROR, MIRROR, ON THE WALL’: ROBOTIC PROCESS AUTOMATION IN THE PUBLIC SECTOR USING A DIGITAL TWIN
273 uses guided wave responses to interrogate damage 0.3321 Structural Health Management of Damaged Aircraft Structures Using the Digital Twin Concept
274 models and platforms 0.3315 Digital Twin and Big Data Towards Smart Manufacturing and Industry 4.0: 360 Degree Comparison
275 to build a more comprehensive digital twin to evaluate the machining process 0.3297 Dynamic Evaluation Method of Machining Process Planning Based on Digital Twin
276 successful ways of avoiding detrimental microstructures for the selected alloys 0.3287 A digital twin for rapid qualification of 3D printed metallic components
277 the redesign validation in terms of the flow analysis 0.3266 On the virtual optimization of CAI-CAx loop based on the digital twin: sculpture surface demonstrator
278 published scientific articles, conference materials, information websites and news about the company 0.3264 Digital Twin of a Research Organization: Approaches and Methods
279 dynamic and collaborative (multi-operators) virtual reality training environment 0.3256 Digital twin and virtual reality: a co-simulation environment for design and assessment of industrial workstations
280 updates and enhancements 0.3255 Digital twin technology as an instrument for increasing electrical equipment reliability
281 real-time and smart simulations 0.325 Understanding Kid´s Digital Twin
282 developing solutions 0.3234 A digital twin approach to develop a new autonous system able to operate in high temperature environments within industrial plants
283 derivation rules, association rules, constraint rules 0.3192 Digital twin-enabled reconfigurable modeling for smart manufacturing systems
284 information and communication technology (ICT) and automation technology are fully integrated 0.3184 CREATING THE DIGITAL TWIN WITH GENERAL PURPOSE SIMULATION MODELLING TOOLS
285 improved the quality of the paper 0.318 Framework for manufacturing-tasks semantic modelling and manufacturing-resource recommendation for digital twin shop-floor
286 domain specific tools can be used 0.3175 An architecture of an Intelligent Digital Twin in a Cyber-Physical Production System
287 several ways of utilizing or running the model 0.3172 Using an Advanced Digital Twin to Improve Downhole Pressure Control
288 how to improve these five models 0.316 Digital twin-driven cyber-physical production system towards smart shop-floor
289 input measurement information 0.3159 Hierarchy of Human Operator Models for Digital Twin
290 different feedback strategies on the HCI to support different operators’ preferences 0.3152 Why Robots do not matter! Using Digital Twin and Augmented Learning for Continuous Improvement in the context of Manufacturing
291 vertical and horizontal lifecycle Integration in Industrie 4.0 environments 0.3114 Digital twin technology – An approach for Industrie 4.0 vertical and horizontal lifecycle integration
292 designing policies 0.3103 Developing a City-Level Digital Twin Propositions and a Case Study
293 building conceptual models and improving algorithms to enable closed-loop optimisation 0.3103 The architectural framework of a cyber physical logistics system for digital-twin-based supply chain control
294 mixed reality interfaces and real-time data to support urban decision making and communication 0.3099 Living with a Digital Twin: Operational management and engagement using IoT and Mixed Realities at UCL’s Here East Campus on the Queen Elizabeth Olympic Park
295 extension to prognostics and remaining life prediction 0.3086 Fleet Monitoring and Diagnostics Framework Based on Digital Twin of Aero-Engines
296 Accompanying the products with a qualified specialized service 0.3076 Digital Twin of the Oil Well, Based on Data Mining Technologies
297 Service Oriented, Holonic and Multi-agent Manufacturing Systems 0.3062 Energy-Aware Resources in Digital Twin: The Case of Injection Molding Machines
298 algorithms 0.3025 Digital Twin in manufacturing: A categorical literature review and classification
299 to use the model in a simulation environment and add functionality 0.3018 Micro Manufacturing Unit and the Corresponding 3D-Model for the Digital Twin
300 whether they are published or not 0.3002 Shaping the digital twin for design and production engineering
301 parameters of sampling circuit 0.2974 A Digital Twin based Estimation Method for Health Indicators of DC-DC Converters
302 if this improves the performance measures significantly 0.295 Simulation-based Analysis of the Interaction of a Physical and a Digital Twin in a Cyber-Physical Production System
303 shrewd reports 0.294 A Survey Paper on Concept of Digital Twin in Modern Era
304 empirical techniques 0.2907 Building blocks for a digital twin of additive manufacturing
305 operation instructions for each process are formed 0.2898 Model construction of planning and scheduling system based on digital twin
306 terrestrial laser scanners 0.2835 Towards the development of a Digital Twin: A comparative study of 3D data acquisition methods for mechanical and electrical assets
307 measured values that are responsible for negative production performance, without training 0.2829 A Digital Twin for Automated Root-Cause Search of Production Alarms Based on KPIs Aggregated from IoT
308 changes in mission profile to decrease loadings 0.282 The Digital Twin Paradigm for Future NASA and U.S. Air Force Vehicles
309 recommended temperature and pressure cycles 0.2813 Towards a Digital Twin for Mitigating Void Formation in Autoclave Composite Parts
310 optimizing the renovations 0.2806 The “Digital twin”. Digitization process from the point of view of a classification society
311 providing deep, interpretable, and data-efficient IHSC process learning 0.2784 Simulation-Based Digital Twin Development for Blockchain Enabled End-to-End Industrial Hemp Supply Chain Risk Management
312 digital and smart optimization modes driven by new IT technologies 0.2784 Digital twin-driven optimization of gas exchange system of 2-stroke heavy fuel aircraft engine
313 the data management should overcome the obstacle in data compatibility and practicability 0.2752 Development of a bridge maintenance system for prestressed concrete bridges using 3D digital twin model
314 conceptual and implementation frameworks, platforms, and real-world implementations 0.2752 Comparison of Digital Twin Development in Manufacturing and Maritime Domains
315 digitization 0.2723 The Digital Twin: Demonstrating the Potential of Real Time Data Acquisition in Production Systems
316 researchers are already searching for feasible solutions 0.27 Integrating the Digital Twin of the manufacturing system into a decision support system for improving the order management process
317 current MBE approaches focus on generating the product data required to execute manufacturing operations 0.2692 Digital Thread and Twin for Systems Engineering: EMD to Disposal
318 effective and efficient communication and interaction between people and DTs 0.2689 Developing a Dynamic Digital Twin at a Building Level: using Cambridge Campus as Case Study
319 Creating an information system for the assembly production control of complex products” 0.2686 Application of the Digital Twin Concept to Solve the Monitoring Task of Machine-Building Technological Process
320 Algorithms 0.264 SEDIT: Semantic Digital Twin Based on Industrial IoT Data Management and Knowledge Graphs
321 definition of methods 0.263 Towards Digital Twin Implementation for Assessing Production Line Performance and Balancing
322 incorporating academic literatures, firm’s and government reports 0.2618 Revolution on digital twin technology—a patent research approach
323 small solutions which yield great rewards 0.2617 Digital Twin Technology in the Field Reclaims Offshore Resources
324 Selected technologies useful to improve the connectivity in smart cities 0.2609 Digital Twin and CyberGIS for Improving Connectivity and Measuring the Impact of Infrastructure Construction Planning in Smart Cities
325 hundreds of these smart sensors running in a co-simulation 0.2603 IEEE 1451 Smart Sensor Digital Twin Federation for IoT/CPS Research
326 the mapping between the resource library of concept planning and current device information 0.2547 A Case Study for a Digital Twin of Body-in-White Production Systems
327 catering various aircraft configurations 0.2536 Closed-loop digital twin system for air cargo load planning operations
328 current researchers contribute mostly to the interaction between physical and virtual spaces 0.2533 A Digital Twin Concept for Manufacturing Systems
329 magnetic flux density and field lines 0.2526 Insights into Digital Twin Based on Finite Element Simulation of a Large Hydro Generator
330 proof of concept results 0.2521 Digital Twin Software for Electrical Machines
331 we will improve the qualitative analysis method and individual factors 0.2505 DTCluster: A CFSFDP Improved Algorithm for RFID Trajectory Clustering Under Digital-twin Driven
332 advanced physics-based modeling and simulation tools 0.25 Is Digital Thread/Digital Twin Affordable? A Systemic Assessment of the Cost of DoD’s Latest Manhattan Project
333 assembly of large-scale products 0.2481 A digital twin-driven approach for the assembly-commissioning of high precision products
334 spacecraft state monitoring, fault diagnosis and health management 0.2471 A Low Cost Flexible Digital Twin Platform for Spacecraft Lithium-ion Battery Pack Degradation Assessment
335 average efficiency and workload of the machine tool can be achieved 0.2422 Defining a Digital Twin-based Cyber-Physical Production System for autonomous manufacturing in smart shop floors
336 conclusions and future works are presented 0.2417 Information-Based Model Discrimination for Digital Twin Behavioral Matching
337 probability of detection (POD) curves and the repair crack size 0.2399 Probabilistic methods for risk assessment of airframe digital twin structures
338 physics-based modeling techniques 0.2394 A Simulation-Based Digital Twin for Model-Driven Health Monitoring and Predictive Maintenance of an Automotive Braking System
339 different approaches to automatically adjust a faulty implementation by using synthesis or similar techniques 0.2392 Digital Twin for Legacy Systems: Simulation Model Testing and Validation
340 structural/ thermal and other analysis on the design 0.2384 Understanding the role of a Digital Twin in Integrated Vehicle Health Management (IVHM)*
341 Swiss energy regulation recommendations 0.2379 Coupled simulation of thermally active building systems to support a digital twin
342 different streams of research related to employing AI in disaster management 0.2354 Disaster City Digital Twin: A vision for integrating artificial and human intelligence for disaster management
343 we intend to implement other data repositories 0.2351 Visualising the digital twin using web services and augmented reality
344 certain Linux distributions 0.2326 Using Digital Twin Data for the Attribute-Based Usage Control of Value-Added Networks
345 big data analytics 0.2315 Digital twin for real-time data processing in logistics
346 obtaining of hemodynamic and shear stress 0.2309 Methods of computational modeling of coronary heart vessels for its digital twin
347 Numerous questions 0.2287 The Digital Twin – Birth of an Integrated System in the Digital Age
348 management of design version and process version in the forward process 0.2284 Digital twin-based assembly data management and process traceability for complex products
349 technical challenges associated with building the perfect clone of a complex fighter-type aircraft 0.2277 Demonstrated Benefits of a Nascent Digital Twin
350 product lifecycle management, mission requirements 0.2216 Visualisation of the Digital Twin data in manufacturing by using Augmented Reality
351 usage of data in DT-driven intelligent applications 0.221 Data Construction Method for the Applications of Workshop Digital Twin System
352 the need to gain computational results in real-time 0.2208 The medical digital twin assisted by Reduced Order Models and Mesh Morphing
353 more topics 0.2199 AN APPROACH FOR THE IMPLEMENTATION OF THE DIGITAL TWIN IN THE AUTOMOTIVE WIRING HARNESS FIELD
354 we design a Chi-square detector to monitor the estimation process 0.2188 A Game-Theoretic Approach to Secure Estimation and Control for Cyber-Physical Systems with a Digital Twin
355 the communication between several DTs 0.2188 Recent and prospective developments in power system control centers: Adapting the digital twin technology for application in power system control centers
356 Product Lifecycle Management and Digital Twin Design 0.2178 Unlocking Potentials of Building Energy Systems’ Operational Efficiency: Application of Digital Twin Design for HVAC systems
357 data synchronization and aggregation procedures 0.2174 Digital twin information technology for biomedical data complex representation and processing
358 DT-AI-IoT decisions 0.2156 Combination of Digital Twin and Artificial Intelligence in Manufacturing Using Industrial IoT
359 more derived units and taxonomies 0.2153 Smart City Platform Enabling Digital Twin
360 a telematics-based driverassistance system 0.2118 Digital Twin in Industry: State-of-the-Art
361 timely exchange of information among stakeholders 0.2114 RB-FEA Based Digital Twin for Structural Integrity Assessment of Offshore Structures
362 customer demand analysis and service and value proposition design 0.2113 Classifying Digital Twins: A Three-Dimensional Conceptual Reference Model
363 using the capability of Internet of Things 0.2107 Digital twin of manufacturing systems
364 efficient techniques for real-time data processing and STL monitoring 0.2081 A Digital Twin Framework for Performance Monitoring and Anomaly Detection in Fused Deposition Modeling
365 we aim to provide generators for such populations at a global (worldwide) scale 0.2051 Tackling Urban Challenges with Models, Spatial Analysis and Numerical Simulations in Immersive Virtual Environments.
366 inability to effectively conduct full-scale tests 0.2051 An architectural approach to process control of gas compressor stations with a low temperature separation gas preparation unit based on a digital twin
367 to integrate object tracking algorithm into the system 0.205 Sensor Fusion of Camera and Cloud Digital Twin Information for Intelligent Vehicles
368 increased bandwidth capabilities, distributed smart instruments and condition monitoring devices 0.2049 A System of Systems Digital Twin to Support Life Time Management and Life Extension of Subsea Production Systems
369 4 Architecture Setups 0.2041 Digital Twin Strategies for SoS 4 Challenges and 4 Architecture Setups for Digital Twins of SoS
370 costs for manual documentation saved 0.204 A digital twin for production planning based on cyber-physical systems: A Case Study for a Cyber-Physical System-Based Creation of a Digital Twin
371 interactions between large amounts of data and information in production 0.2028 Modular based flexible digital twin for factory design
372 life prediction and damage analyses 0.1986 Lifespan Prediction Technique for Digital Twin-Based Noise Barrier Tunnels
373 integration of BIM models and terrain 0.1981 INTEGRATION OF 3D OBJECTS AND TERRAIN FOR 3D MODELLING SUPPORTING THE DIGITAL TWIN
374 Representing financial data streams in digital simulations 0.198 Representing financial data streams in digital simulations to support data flow design for a future Digital Twin
375 multi-domain simulations 0.1979 A Reference Architecture for Smart Building Digital Twin
376 devise methods that account for the noise in the SVD step 0.1951 Aerodynamic Data Fusion Towards the Digital Twin Paradigm
377 Potential research challenges 0.1943 From Surveillance to Digital Twin: Challenges and Recent Advances of Signal Processing for the Industrial Internet of Things
378 no serious strategy and comprehensive study have been yet proposed 0.1917 Challenges of developing a digital twin model of renewable energy generators
379 the robustness of the virtual models; 2) DT’s link 0.1905 Digital twin framework and its application to power grid online analysis
380 add/edit items 0.1884 A Digital Twin based Service Oriented Application for a 4.0 Knowledge Navigation in the Smart Factory
381 insertion of new rules for the computation of state actuation at runtime 0.187 A Digital Twin for Directing People Flow in Preserved Heritage Buildings
382 Improved (physics-based) material models 0.1864 On the Effects of Modeling As-Manufactured Geometry: Toward Digital Twin
383 to simulate the assembly procedure and predict the deviations and stresses 0.1863 Individualizing Locator Adjustments of Assembly Fixtures Using a Digital Twin
384 this environment can be recommended for use 0.1862 Development and creation a model of a digital twin of the cubepart rectification installation for the separation of a binary water-alcohol mixture
385 anticipating change 0.1854 The logistics network digital twin in view of concept of the non-destructive quality control methods
386 real-timesimulation of a physical asset that uses multiple sources of data 0.185 Towards a Digital Twin Supporting Risk Based Decision Making for Offshore Installations
387 digital modeling of physical assets or processes 0.1833 Development of electric vehicle maintenance education ability using digital twin technology and VR
388 add black-box modules 0.1828 FMU-supported simulation for CPS Digital Twin
389 more product variants 0.1827 A Survey on the Necessity for a Digital Twin of Production in the Automotive Industry
390 process methods, process inspection standards and process knowledge maps 0.1814 The Modeling Method of Digital Twin Models for Machining Parts
391 this risk is counteracted and minimized 0.1813 An Architectural Approach for Service Value Creation with the Digital Twin
392 varying the sensor parameters and noise 0.1811 Digital Twin Concept for Aircraft System Failure Detection and Correction
393 Table 2. Limitations and gaps 0.1789 From BIM Towards Digital Twin: Strategy and Future Development for Smart Asset Management
394 Validation and consolidation 0.1778 DIGITAL TWIN, VIRTUAL REALITY AND SPACE SYNTAX: CIVIC ENGAGEMENT AND DECISION SUPPORT FOR SMART, SUSTAINABLE CITIES.
395 conclusions and future works presented 0.1776 Digital Twin Enabled Smart Control Engineering as an Industrial AI: A New Framework and A Case Study
396 offline evaluation, prediction, and optimization for energy-efficient manufacturing 0.177 Event-Driven Online Machine State Decision for Energy-Efficient Manufacturing System Based on Digital Twin Using Max-Plus Algebra
397 the proposed approach shows its feasibility and promises in a manufacturing environment 0.1748 The Digital Twin, Demonstrating the Potentials of Monitoring of Product/Process: a Case Based on an Agile Manufacturing Control Line
398 they can accurately represent the status, position or working conditions of their physical counterparts 0.1719 Process Modelling of Geothermal Drilling System Using Digital Twin for Real-Time Monitoring and Control
399 virtual representations of physical objects and they can be connected with their physical counterparts 0.1713 Dimensions of Digital Twin Applications - A Literature Review
400 Damage findings, repairs, replacements, and structural modifications 0.1698 Reengineering Aircraft Structural Life Prediction Using a Digital Twin
401 product design, system design, production prediction, and control optimization 0.1697 A Reconfigurable Modeling Approach for Digital Twin-based Manufacturing System
402 enhancement of the visualization and execution of assembly 0.1687 Intelligent control of an assembly station by integration of a digital twin for employees into the decentralized control system
403 evaluation of the proposed concept and the development of applications for operator assistant systems 0.1686 Digital Twin - Concept of a Continuously Adaptive Power System Mirror
404 smart maintenance, repair and overhaul activities 0.1676 Ubiquitous knowledge empowers the Smart Factory: The impacts of a Service-oriented Digital Twin on enterprises’ performance
405 the model will be modified to generate multiple PPG templates with statistical variation 0.1674 Synthetic PPG generation from haemodynamic model with baroreflex autoregulation: a Digital twin of cardiovascular system
406 IEC standard 62541 OLE for Process Control Unified Architecture 0.1671 A Six-Layer Digital Twin Architecture for a Manufacturing Cell
407 most of the existing approaches are faultand application-specific 0.1657 A Digital Twin Approach for Fault Diagnosis in Distributed Photovoltaic Systems
408 adaptation of simulation techniques and simulation software 0.1614 A review on simulation in digital twin for aerospace, manufacturing and robotics
409 real-time data collection, digital twin driven shop-floor modeling 0.1613 Dynamic resource allocation optimization for digital twin-driven smart shopfloor
410 considering serialized parts, software versions, options, and variants 0.1608 The Digital Twin Throughout the SE Lifecycle
411 User/customer demands 0.1597 Product Processes based on Digital Twin
412 can be easily be integrated with other model components of windfarms 0.1584 MV Cable Modeling for Application in the Digital Twin of a Windfarm
413 simplified corrections for environmental disturbances, draught, and speed 0.1576 Data-driven ship digital twin for estimating the speed loss caused by the marine fouling
414 identifying the mechanical properties of the panel combining experimental data 0.1576 Mona Lisa’s digital twin: identifying the mechanical properties of the panel combining experimental data and advanced finite-element modelling
415 using the slope b1 of the elastic strain line of the first regime 0.1558 Description of the cyclic material behaviour of aluminium wrought alloys as basis for a digital twin
416 realtime monitoring and scheduling 0.1557 How to model and implement connections between physical and virtual models for digital twin application
417 the use of a compiled language implementation of a discrete event simulation package 0.1527 Implementation of an IoT- and Cloud-based Digital Twin for Real-Time Decision Support in Port Operations
418 automatic selection and adaptation of algorithms and parameters for various scenes 0.1517 Understanding unstructured 3D point clouds for creating digital twin city: An unsupervised hierarchical clustering approach
419 aircraft maintenance, repair, and overhaul 0.1513 The role of data fusion in predictive maintenance using digital twin
420 virtual commissioning and approval tests 0.1491 Keeping the Digital Twin up-to-date - Process Monitoring to Identify Changes in a Plant
421 using simulation models of the production system 0.1489 A Digital Twin-based scheduling framework including Equipment Health Index and Genetic Algorithms
422 several data sets for different bearing health states 0.1483 Digital Twin for Reliability Analysis During Design and Operation of Mechatronic Systems
423 Section VI provides the conclusions and future work directions 0.1479 Supporting the Design, Commissioning and Supervision of Smart Factory Components through their Digital Twin
424 enriching the types of models in RCL unit library 0.1452 Digital twin-driven system for roller conveyor line: design and control
425 the information included in the different digital twins can be exploited 0.1441 Evolution of a Digital Twin for a Steam Cracker
426 system improvement and failure prevention 0.144 Electrical Submersible Pump Digital Twin, the Missing Link for Successful Condition Monitoring and Failure Prediction
427 different companies 0.1435 Digital Twin: Applying emulation for machine reconditioning
428 a failure may occur at a future time with a high probability 0.1424 A Digital-Twin-Assisted Fault Diagnosis Using Deep Transfer Learning
429 automated process plan generation and enhanced trajectory planning strategies 0.1413 Realization of the 5-Axis Machine Tool Digital Twin Using Direct Servo Control from CAM
430 offer new opportunities throughout the lifecycle of a vessel 0.1378 Digital Twin Modelling of Ship Power and Propulsion Systems: Application of the Open Simulation Platform (OSP)
431 we are planning to implement the proposed changes 0.1374 The Indicator-Based Evolutionary Algorithm for the Digital Twin
432 smart urban transit systems and personalized healthcare scenarios 0.1349 On the Engineering of IoT-Intensive Digital Twin Software Systems
433 various optimization solutions within the boiler island 0.1347 A case study of digital-twin-modelling analysis on power-plant-performance optimizations
434 artificial intelligence, robotics, the internet of things 0.1347 The digital twin of an industrial production line within the industry 4.0 concept
435 theoretical and technical reference 0.1328 Research on Digital Twin Technology for Production Line Design and Simulation
436 the subject of the section 6 0.1312 Methodology for enabling Digital Twin using advanced physics-based modelling in predictive maintenance
437 novel adaptation features and adaptation rules to fit into the domain of smart manufacturing 0.1307 A Digital Twin-Based Multi-modal UI Adaptation Framework for Assistance Systems in Industry 4.0
438 reducing overhead and saving resources 0.1301 Cloud-Based Digital Twin for Industrial Robotics
439 economic profitability, environmental protection and human safety 0.1279 The True Digital Twin Concept for Fatigue Re-Assessment of Marine Structures
440 a combination of physics-based and data-based approaches 0.1258 Next Generation Digital Twin
441 some challenges needed to be addressed in the near future 0.1253 Knowledge-driven digital twin manufacturing cell towards intelligent manufacturing
442 Geographic Information Systems (GIS) and Building Information Modeling 0.1223 The Potential of Digital Twin Model Integrated With Artificial Intelligence Systems
443 production centralization tools and the careful review of the DES logic 0.1212 From the Cyber-Physical System to the Digital Twin: the process development for behaviour modelling of a Cyber Guided Vehicle in M2M logic
444 complied not only in RMS but also in other manufacturing concept 0.121 Digital Twin Approach for Solving Reconfiguration Planning Problems in RMS
445 Scattering Imaging of Microheterogeneities 0.1198 Digital Twin of the Seismogeological Object: Building and Application
446 training, morality, and reliability 0.1182 NDE 4.0: The Fourth Revolution in Non- Destructive Evaluation: Digital Twin, Semantics, Interfaces, Networking, Feedback, New Markets and Integration into the Industrial Internet of Things
447 industry 4.0, digitalization, fault injection 0.1176 Fault injection in Digital Twin as a means to test the response to process faults at virtual commissioning
448 platform independent, support and maintenance are easier 0.1168 Digital Twin for Drilling Operations – Towards Cloud-Based Operational Planning
449 power system design, simulation, teaching and reliability improvement 0.1161 SoC-based Digital Twin of Power System Simulation
450 collected decision-support information 0.1161 Digital twin-driven rapid individualised designing of automated flow-shop manufacturing system
451 operators utilize network anomaly detection 0.1149 Developing a Digital Twin: The Roadmap for Oil and Gas Optimization
452 there is a need to investigate an improved model update method to increase speed 0.1137 A Product Quality Monitor Model With the Digital Twin Model and the Stacked Auto Encoder
453 input load cases 0.1136 A Review and Methodology Development for Remaining Useful Life Prediction of Offshore Fixed and Floating Wind turbine Power Converter with Digital Twin Technology Perspective
454 current industry 4.0 strategies 0.1132 Digital Twin of the Polyurethane Rotational Moulding Process
455 can be used with the global performance model 0.1131 Developing a Digital Twin for Floating Production Systems Integrity Management
456 all quantities that could be hard to measure 0.1081 Digital Twin Based Condition Monitoring of a Knuckle Boom Crane: an Experimental Study
457 detailed wing and boom representation and the fuselage coarse model Strain readings 0.1075 Optimal Location of a Fiber-Optic-based sensing net for SHM applications using a digital twin
458 development of digital twin approaches for cybersecurity incident prediction 0.1067 Digital Twin for Cybersecurity Incident Prediction: A Multivocal Literature Review
459 requirements belonging to the category ingress protection 0.1063 THE DIGITAL TWIN THEORY - DESIGNING A TEST INFRASTRUCTURE USING SYSML
460 our water, transport, energy and telecoms networks 0.106 Twin tracks: The drive to create a smart digital model of the UK
461 Statistics computed from the data are used in the digital twin 0.1052 Real-Time Cleaning of Time-Series Data for a Floating System Digital Twin
462 quality control laboratory; process modelling; planning; discrete event simulation 0.1049 Pharmaceutical quality control laboratory digital twin – A novel governance model for resource planning and scheduling
463 building information modelling in finite element analysis software 0.1018 Numerical Analysis of the Creep and Shrinkage Experienced in the Sydney Opera House and the Rise of Digital Twin as Future Monitoring Technology
464 advancing the micro-level ‘smartness’ of the city 0.1013 Devising a Game Theoretic Approach to Enable Smart City Digital Twin Analytics
465 higher level of connectivity, intelligence and autonomy 0.1005 Machine tool digital twin: Modelling methodology and applications
466 knowledge-driven framework 0.1005 A data- and knowledge-driven framework for digital twin manufacturing cell
467 a framework of HMI 0.0993 Digital twin enhanced human-machine interaction in product lifecycle
468 investigate the gearbox wear 0.0989 The use of Digital Twin for predictive maintenance in manufacturing
469 current BMSs are not adapted to the specifications of the automotive industry 0.0973 From ROM of Electrochemistry to AI-Based Battery Digital and Hybrid Twin
470 better business decisions around investment, concept selection, maintenance and operations of energy assets 0.0962 Digital Twin Through the Life of a Field
471 high-level decision-making mechanisms 0.096 Digital twin for adaptation of robots’ behavior in flexible robotic assembly lines
472 useful and relevant 0.0959 Training Robot Manipulation Skills through Practice with Digital Twin of Baxter
473 selected according to historical data of geological disasters 0.0958 Monitoring and Warning for Digital Twin-driven Mountain Geological Disaster
474 some explanations and definitions of digital twin were proposed 0.0956 Digital Twin Service towards Smart Manufacturing
475 parts identification and inspection 0.0953 Digital Twin of Experimental Smart Manufacturing Assembly System for Industry 4.0 Concept
476 the machine state inference could be implemented at the edge node itself 0.0944 Digital Twin for Energy Optimization in an SMT-PCB Assembly Line
477 System Dynamics Modelling 0.0935 TOWARDS AN EQUILIBRIUM MODEL FOR MEASURING THE IMPACT OF DIGITAL TWIN TECHNOLOGY ON ENTERPRISE AGILITY
478 the synergies between mechanistic and statistical models 0.0935 The ‘Digital Twin’ to enable the vision of precision cardiology
479 explore the SWRL rules to generate even richer models semantically 0.0906 Internet of Things Ontology for Digital Twin in Cyber Physical Systems
480 remote monitoring & abnormality detection 0.0902 Digital Geometry to Support a Gas Turbine Digital Twin
481 Regulations on data security for important transportation facilities are obstacle to overcome 0.0897 Digital Twin Models for Maintenance of Cable-Supported Bridges
482 plan system upgrades 0.0879 Electric Stock Digital Twin in a Subway Traction Power System
483 quality controls with obvious improvement in production standards 0.0877 Simulation and Digital Twin Based Design of a Production Line: A Case Study
484 simulation data, prediction data, and evaluation data 0.0856 Digital Twin-based Smart Building Management and Control Framework
485 inability to actively predict the faults of instruments 0.0822 Structural Design of Digital Twin Laboratory Model Based on Instruments Sharing Platform
486 Availability of data and materials 0.0815 Time series behavior modeling with digital twin for Internet of Vehicles
487 reporting and analytics 0.0809 Implementation of “Digital Twin” Concept for Modern Project-Based Engineering Education
488 issues of security and energy consumption minimization 0.0802 Modeling of Cyber-Physical Systems and Digital Twin Based on Edge Computing, Fog Computing and Cloud Computing Towards Smart Manufacturing
489 focusing on non-ideal landing conditions 0.0797 The Development and use of a Digital Twin Model for Tire Touchdown Health Monitoring
490 These should serve to optimize processes and decision-making 0.0796 Business Models for Industrial Smart Services – The Example of a Digital Twin for a Product-Service-System for Potato Harvesting
491 ascertainable benefits were established for all three use cases 0.0792 Immersive Applications of Industrial Digital Twins
492 pairing digital and physical data combined with predictive analytics and diagnostic messages 0.0791 Drilling Automated Realtime Monitoring Using Digital Twin
493 high-level presentations and discussions with descriptors 0.0789 Finding Meaning, Application for the Much-Discussed Digital Twin
494 guidelines, methods, and best practices 0.0782 Framework for a digital twin in manufacturing: scope and requirements
495 Descriptive – visibility of product, device, machine, factory 0.078 The Digital Twin: Virtual Validation In Electronics Development And Design
496 predicting how well system performance will improve 0.0771 Petascale Cloud Supercomputing for Terapixel Visualization of a Digital Twin
497 Concepts exceeding the use of RFID 0.0739 The Digital Twin: Realizing the Cyber-Physical Production System for Industry 4.0
498 positive correlation between quality of life and individual elements 0.0732 Visual validation services with time coordination for senior citizens social events - OldBirds digital twin platform
499 intervals for the sake of simulation 0.0713 Creating Digital Twin of Processed Surface for Industry 4.0
500 reducing the risk factors associated with these diseases 0.0678 Cardio Twin: A Digital Twin of the human heart running on the edge
501 usages of sensor signals, shape information, data formatting 0.0677 Hidden Markov model-based digital twin construction for futuristic manufacturing systems
502 updates and enhancements 0.0654 Dynamic Analysis of Digital Twin System Based on Five-Dimensional Model
503 make confident predictions about future performances 0.0625 Concept and Implementation of a Cyber-Physical Digital Twin for a SMT Line
504 create data-driven solutions incorporating advanced analytics 0.0618 The Importance of Feature Selection Methods for the Error Prediction Process of a Digital Twin
505 tests 0.0604 Digital Twin Development of HexaFloat, a 6DoF PKM for HIL Tests
506 Ground liquefaction; Ground resistance; Three - dimensional ground resistance modeling 0.0599 Construction of Digital Twin Geotechnical Resistance Model for Liquefaction Risk Evaluation
507 generating maintenance plan, simulation and verification of maintenance plan 0.0596 Data Super-Network Fault Prediction Model and Maintenance Strategy for Mechanical Product Based on Digital Twin
508 exploring the possibility of synergistic interactions 0.0591 Consistency retention method for CNC machine tool digital twin model
509 real-time and iterative connection between physical entity and virtual model 0.0586 Digital-twin-driven geometric optimization of centrifugal impeller with free-form blades for five-axis flank milling
510 several factors such as the response time, communication data from sensors 0.0573 Towards a Digital Twin for Cloud Manufacturing: Case Study
511 aggregate the data from measurements on different steps of the production chain 0.0557 Evaluation of Industry 4.0 Data formats for Digital Twin of Optical Components
512 the big data processing technique and the modeling analysis of artificial intelligence to 0.0533 Brief Analysis About Digital Twin Supply Chain Model and Application
513 changes in stiffness, strength, thermal and electrical conductivity 0.0533 Multiphysics Stimulated Simulation Digital Twin Methods for Fleet Management
514 multiple data sources and modelled processes 0.0523 Towards a Digital Twin with Generative Adversarial Network Modelling of Machining Vibration
515 the system design and cloud implementation are working 0.052 A digital twin for smart farming
516 real-time data feed from field sensors 0.0512 Holistic Approach to Prolong Giant Onshore Abu Dhabi Gas Field Production Plateau and Optimize CAPEX/OPEX Using an Integrated Asset Model as a Digital Twin
517 an IoT platform, 3D modeling tool, AR/VR tools 0.0511 Reliable Digital Twin for Connected Footballer
518 more understanding unfolds on the potential and capabilities and more insights are added 0.0476 Toward Digital Twin and Simulation- Driven New Product Development
519 use of three spark plugs 0.047 Digital Twin and Triple Spark Ignition in Four-Stroke Internal Combustion Engines of Two-Wheelers
520 The results were promising and show that more work should be done in this area 0.0444 A Digital Twin for Integrated Inspection System in Digital Manufacturing
521 the main influences on the cyclic stress–strain behavior 0.0437 About a Digital Twin for the Fatigue Approach of Additively Manufactured Components
522 comparing data-driven results to model-based ones 0.0434 Preliminary Exploration on Digital Twin for Power Systems: Challenges, Framework, and Applications
523 Photovoltaic Mathematical model 0.0419 DIGITAL TWIN IN THE ANALYSIS OF A BIG DATA
524 rotor unbalance fault quantification and localisation 0.0394 Digital Twin for rotating machinery fault diagnosis in smart manufacturing
525 algorithm research of digital twin data interaction and fusion 0.0392 Digital twin-driven carbon emission prediction and low-carbon control of intelligent manufacturing job-shop
526 comparison of MPS machine tools 0.0391 Digital Twin-Driven Cyber-Physical System for Autonomously Controlling of Micro Punching System
527 mobile edge computing (MEC), resource allocation, user association 0.0388 Deep Learning for Hybrid 5G Services in Mobile Edge Computing Systems: Learn From a Digital Twin
528 develop formal semantics for translating different models 0.0385 Challenges in Digital Twin Development for Cyber-Physical Production Systems
529 reduction of uncertainties related to performance prediction 0.0384 Improving Prediction Capability of Quadcopter Through Digital Twin
530 food productAbstract 0.0341 ABOUT A «DIGITAL TWIN» OF A FOOD PRODUCT
531 durability improvement initiatives, light-weighting efforts 0.0338 DIGITAL TWIN FOR TANK TRACK ELASTOMERS: PREDICTING SELF-HEATING AND DURABILITY
532 tightly coupled stack of applications that only interacted with applications in the adjacent layers 0.0335 A Unified Ontology Namespace for Enterprise Integration a Digital Twin Case Study
533 Other data are only applicable to subsets of the fleet 0.0335 Demonstration of an Airframe Digital Twin Framework Using a CF-188 Full-Scale Component Test
534 monitor and sustain assets (e.g., a turbine) performance 0.0332 Information Digital Twin—Enabling Agents to Anticipate Changes in Their Tasks
535 integrating into existing data standards and software 0.0322 From LiDAR point cloud towards digital twin city: Clustering city objects based on Gestalt principles
536 Development of Kangas cyber-secure experimentation smart city platform 0.0311 SMART CITY DEVELOPMENT WITH DIGITAL TWIN TECHNOLOGY
537 what type of lift is the most suitable 0.0288 Digital Twin - Engineering with the Human Factor in the Loop
538 control and surveillance of road infrastructure 0.0255 Mobile Mapping, Machine Learning and Digital Twin for Road Infrastructure Monitoring and Maintenance: Case Study of Mohammed VI Bridge in Morocco
539 cooperating data components, sessions and simulation models and their relations 0.0254 Virtualization of Production Using Digital Twin Technology
540 future potential assembly flow line schemes 0.0244 Optimized throughput improvement of assembly flow line with digital twin online analytics
541 Figure 3. uDiT Communication Middleware QoS requirements 0.0239 Data-centric middleware based digital twin platform for dependable cyber-physical systems
542 Preliminary models and requirements 0.0236 Approach to the Development and Application of a Digital Thread / Digital Twin Authoritative Truth Source
543 they have no conflict of interest 0.0221 Designing optimal automatic cycles of round grinding based on the synthesis of digital twin technologies and dynamic programming method
544 a finite element (FE) representation 0.0176 True Fatigue Life Calculation Using Digital Twin Concept and Operational Modal Analysis
545 prevention of substandard products which do not meet quality requirements 0.0121 Improvement of the quality of designed cylindrical grinding cycle with traverse feeding based on the use of digital twin options
546 to validate and normalize its structure as well as its definition 0.0112 Digital Twin Applications: A Review
547 planar and (b) wedge failure 0.01 Disrupting rock engineering concepts: is there such a thing as a rock mass digital twin and are machines capable of learning rock mechanics?
548 ability of monitoring both of capacitor and MOSFET 0.009 Application of Digital Twin Concept in Condition Monitoring for DC-DC Converters
549 multiphysics modelling together with data-driven analytics 0.0059 Digital Twin of Subsea Pipelines: Conceptual Design Integrating IoT, Machine Learning and Data Analytics
550 DigiFab Automated SME factory digitization and road map 0.0048 Towards Automated 3D reconstruction in SME factories and Digital Twin Model generation
551 emerging Digital Twin standards 0.0042 SPHERE: BIM Digital Twin Platform
552 We investigated the optimal operation of on/off valves in the control system 0.0037 Process Parameter Monitoring and Control Using Digital Twin
553 improvements are evaluated 0.0018 A machine state-based Digital Twin development methodology
554 Ant Colony Optimization Algorithm for Industrial Robot Programming 0.0005 Ant Colony Optimization Algorithm for Industrial Robot Programming in a Digital Twin