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What are disadvantages of a ‘Digital Twin’?

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  answer score title
0 weight and performance 0.9452 The Digital Twin Paradigm for Future NASA and U.S. Air Force Vehicles
1 model discrepancy and prognosis 0.9425 Digital twin, physics-based model, and machine learning applied to damage detection in structures
2 compatibility and interoperability challenges 0.9291 Digital twin-based WEEE recycling, recovery and remanufacturing in the background of Industry 4.0
3 Clarity and transparency 0.8919 DIGITAL TWIN, VIRTUAL REALITY AND SPACE SYNTAX: CIVIC ENGAGEMENT AND DECISION SUPPORT FOR SMART, SUSTAINABLE CITIES.
4 environmental effects and aging 0.8811 Digital twin of manufacturing systems
5 equipment failure and absence of personnel 0.881 Model construction of planning and scheduling system based on digital twin
6 cracking and deformation 0.8777 Toward the digital twin of additive manufacturing: Integrating thermal simulations, sensing, and analytics to detect process faults
7 higher efficiency and reliability 0.8775 A Digital Twin Approach for Fault Diagnosis in Distributed Photovoltaic Systems
8 close open gaps 0.8771 Architecture of a Digital Twin for Enabling Digital Services for Battery Systems
9 object-oriented modeling 0.8767 A Digital Twin for Operational Evaluation of Vertical Transportation Systems
10 lack of accurate, unified definition and description 0.875 An application framework of digital twin and its case study
11 cost and availability of technology 0.8718 Characterising the Digital Twin: A systematic literature review
12 flexibility, portability and mobility 0.8707 Digital twin-based smart assembly process design and application framework for complex products and its case study
13 virtual reality mapping and interaction fusion 0.8686 Digital-Twin-Based Job Shop Scheduling Toward Smart Manufacturing
14 more detailed data 0.8626 A DIGITAL TWIN FOR ROOT CAUSE ANALYSIS AND PRODUCT QUALITY MONITORING
15 different voltages, currents, loadings and temperatures 0.8618 A Digital Twin based Estimation Method for Health Indicators of DC-DC Converters
16 productivity and efficiency 0.8615 A Digital Twin for Grinding Wheel: An Information Sharing Platform for Sustainable Grinding Process
17 time evolution 0.861 From ROM of Electrochemistry to AI-Based Battery Digital and Hybrid Twin
18 time, costs and process quality 0.8585 Ubiquitous knowledge empowers the Smart Factory: The impacts of a Service-oriented Digital Twin on enterprises’ performance
19 costs and unknown risk 0.8515 Digital twin approach for damage-tolerant mission planning under uncertainty
20 flexibility and the efficiency 0.8506 Automatic Generation of Digital Twin ased on Scanning and Object Recognition
21 faster algorithms and amount of available data 0.8484 Digital twin-driven rapid individualised designing of automated flow-shop manufacturing system
22 networking and computing speed 0.8465 Faster than real-time simulation of mobile crane dynamics using digital twin concept
23 real-time, stability and reliability 0.8456 A Low Cost Flexible Digital Twin Platform for Spacecraft Lithium-ion Battery Pack Degradation Assessment
24 scalability, privacy, security and a total dearth of censorship 0.8453 Digital Twin: Values, Challenges and Enablers
25 complexity and variability 0.8441 Review of digital twin about concepts, technologies, and industrial applications
26 Enterprise competitiveness and production efficiency 0.8365 Digital twin-based smart production management and control framework for the complex product assembly shop-floor
27 no additional temperature 0.8305 Torque-Based Temperature Control in Friction Stir Welding by Using a Digital Twin
28 high computing storage and bandwidth cost 0.8288 Challenges of Digital Twin in High Value Manufacturing
29 huge data volume and data redundancy 0.8259 A digital twin-driven approach for the assembly-commissioning of high precision products
30 production and design, remote diagnostics and service 0.8232 Visualisation of the Digital Twin data in manufacturing by using Augmented Reality
31 physical objects, virtual objects, and the connection of physical space and virtual space 0.8211 A enhanced interaction framework based on VR, AR and MR in digital twin
32 accuracy and scalability 0.8191 Challenges in Digital Twin Development for Cyber-Physical Production Systems
33 confidentiality, integrity, and availability of manufacturing data 0.8188 Concept and Implementation of a Cyber-Physical Digital Twin for a SMT Line
34 faster prototyping, algorithm design and AI-based augmented engineering 0.8188 AI-Augmented Multi Function Radar Engineering with Digital Twin: Towards Proactivity
35 higher efficiency, accuracy and economic benefits 0.8185 Challenges of Digital Twin System
36 lack of interoperability 0.8138 Mobile Mapping, Machine Learning and Digital Twin for Road Infrastructure Monitoring and Maintenance: Case Study of Mohammed VI Bridge in Morocco
37 minimize center data process, center hardware capability, and needed bandwidth 0.8119 Usage of Digital Twin Technologies during System Modeling and Testing in Vessel Traffic Services System Project
38 higher efficiency, accuracy and economic benefits 0.8111 Implementation of an IoT- and Cloud-based Digital Twin for Real-Time Decision Support in Port Operations
39 best fit material properties and orientations 0.8036 Process compensated resonance testing (PCRT) inversion for material characterization and digital twin calibration
40 failure prediction 0.8 Dynamic resource allocation optimization for digital twin-driven smart shopfloor
41 standardization, openness, and scalability 0.7982 Digital twin for CNC machine tool: modeling and using strategy
42 existing lacks 0.7974 A Digital Twin Concept for Manufacturing Systems
43 ultralow latency and unprecedented speed 0.797 Digital Twin: Values, Challenges and Enablers From a Modeling Perspective
44 accuracy is reduced with increased time 0.7956 Reengineering Aircraft Structural Life Prediction Using a Digital Twin
45 accuracy, applicability, and peculiarities 0.7946 Application of Digital Twin for Gas Turbine Off-Design Performance and Operation Analyses
46 high variability 0.7934 Towards Digital Twin Implementation for Assessing Production Line Performance and Balancing
47 users’ privacy 0.7838 An ISO/IEEE 11073 Standardized Digital Twin Framework for Health and Well-Being in Smart Cities
48 product quality defects 0.7751 A Digital Twin-Based Approach for Quality Control and Optimization of Complex Product Assembly
49 reduction in travel time and costs 0.7741 Digital Twin: Applying emulation for machine reconditioning
50 power consumption and ice melting rate 0.774 Model-Based Design of Complex Aeronautical Systems Through Digital Twin and Thread Concepts
51 small series and the production of low quantities 0.7729 Digital Twin of the Polyurethane Rotational Moulding Process
52 high conceptual abstraction 0.7724 Digital Twin for Everything: Some Pilot Studies
53 problems, and predictions of future trends 0.7718 A digital twin-based flexible cellular manufacturing for optimization of air conditioner line
54 improved driving safety and reduced accident-related fatalities 0.7717 Conceptual digital twin modeling based on an integrated five-dimensional framework and TRIZ function model
55 efficiency 0.771 Towards a Digital Twin Supporting Risk Based Decision Making for Offshore Installations
56 high convergence rate and robustness 0.7698 Digital twin for battery systems: Cloud battery management system with online state-of-charge and state-of-health estimation
57 coefficient of friction 0.7692 Digital Twin Driven Inclusive Manufacturing Using Emerging Technologies
58 slow responsiveness 0.7665 From LiDAR point cloud towards digital twin city: Clustering city objects based on Gestalt principles
59 bullwhip and ripple effects 0.7647 The architectural framework of a cyber physical logistics system for digital-twin-based supply chain control
60 fatigue, fracture, corrosion, and erosion 0.763 Finding Meaning, Application for the Much-Discussed Digital Twin
61 premature failure 0.7629 Digital twin for the structural health management of reusable spacecraft: A case study
62 high fidelity hydrodynamics and physics and real operator stations 0.7579 Digital Twin - Engineering with the Human Factor in the Loop
63 autonomics and self-management 0.7568 Digital Twin in the IoT context: a survey on technical features, scenarios and architectural models
64 asset integrity monitoring, project planning, and life cycle management 0.7454 Digital Twin for the Oil and Gas Industry: Overview, Research Trends, Opportunities, and Challenges
65 environmental and resource 0.7437 Application framework of digital twin-driven product smart manufacturing system: A case study of aeroengine blade manufacturing
66 competitiveness and productivity 0.7433 Digital Twin Applications: A Review
67 structure, resources and processing speed 0.7415 SoC-based Digital Twin of Power System Simulation
68 less unplanned break downs 0.7414 Digital Twin for Reliability Analysis During Design and Operation of Mechatronic Systems
69 cloud computing resources and resource sharing 0.7399 Digital twin-based industrial cloud robotics: Framework, control approach and implementation
70 increases in the number of served patients 0.7368 Pervasive Computing Integrated Discrete Event Simulation for a Hospital Digital Twin
71 Machine-oriented virtualisation and network access 0.7323 Defining a Digital Twin-based Cyber-Physical Production System for autonomous manufacturing in smart shop floors
72 reducing costs and time 0.7317 Digital Twin Modelling of Ship Power and Propulsion Systems: Application of the Open Simulation Platform (OSP)
73 malicious uses or digital crime 0.7258 A Visionary Model on Blockchain-based Accountability for Secure and Collaborative Digital Twin Environments
74 need and usefulness 0.7255 Man, machine and work in a digital twin setup: a case study
75 misunderstandings 0.7252 The role of the Industry 4.0 asset administration shell and the digital twin during the life cycle of a plant
76 most of the manufacturing phenomena are stochastically nonlinear 0.7244 Creating Digital Twin of Processed Surface for Industry 4.0
77 efficient personalized production 0.7218 Digital twin-based cyber physical production system architectural framework for personalized production
78 natural interfaces that give mental comfort to the user working directly with the system 0.7178 Stages of Design of Digital Twin for Local Enterprise
79 low legal protection and information safety level 0.7176 Industry Practices of Digital Twin Technology Application in the Russian Federation
80 additional time and financial expenditures 0.7122 Development of digital twin of CNC unit based on machine learning methods.
81 minimal disruption of current installations 0.7113 A six-layer architecture for the digital twin: a manufacturing case study implementation
82 large sensitivities to outliers and loss of physical meaning 0.7088 Smart City Digital Twin–Enabled Energy Management: Toward Real-Time Urban Building Energy Benchmarking
83 design flaws 0.7084 A Digital Twin-Based Approach for the Fault Diagnosis and Health Monitoring of a Complex Satellite System
84 increasing digitization of the economy 0.7081 Building an organizational digital twin
85 communicating security, operating stability and implementing costs 0.7026 Manufacturing Blockchain of Things for the Configuration of a Data-and Knowledge-Driven Digital Twin Manufacturing Cell
86 reducing the lead time of the product development cycle and manufacturing much simpler 0.7003 An Investigation of Smart Manufacturing Using Digital Thread and Digital Twin Technology for Enhancement of Product Life Cycle
87 life cycle management and pipeline integrity 0.6993 Automated Creation of the Pipeline Digital Twin During Construction: Improvement to Construction Quality and Pipeline Integrity
88 advanced levels of coordination and vertical integration 0.6981 VREDI: virtual representation for a digital twin application in a work-center-level asset administration shell
89 climate issues 0.697 The Digital Twin of the City of Zurich for Urban Planning
90 enabling technologies 0.695 Digital Twin: Enabling Technologies, Challenges and Open Research
91 hyper realism, computability, controllability, and predictability 0.6908 A Digital-Twin-Assisted Fault Diagnosis Using Deep Transfer Learning
92 administrative and regulatory hurdles 0.6884 Twin tracks: The drive to create a smart digital model of the UK
93 high complexity of the simulated systems 0.6879 Virtualization of Production Using Digital Twin Technology
94 symmetry of the deposit 0.6877 Building blocks for a digital twin of additive manufacturing
95 low latency and high levels of security and reliability 0.6843 Prototyping a Digital Twin for Real Time Remote Control Over Mobile Networks: Application of Remote Surgery
96 realtime, high precision, traceability and high integration 0.6828 Digital twin modeling method based on biomimicry for machining aerospace components
97 multiple time-scales 0.6794 Machine learning based digital twin for dynamical systems with multiple time-scales
98 vibrations and temperature fluctuations 0.6791 Digital twin for real-time data processing in logistics
99 sensing, networking, to analytics layer 0.6774 From Surveillance to Digital Twin: Challenges and Recent Advances of Signal Processing for the Industrial Internet of Things
100 faster product integration and Industry 4.0 concepts 0.6759 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
101 deteriorations 0.6752 Monitoring and Inspection Techniques Supporting a Digital Twin Concept in Civil Engineering
102 any alternatives are essentially not an option 0.6741 The Digital Twin: Virtual Validation In Electronics Development And Design
103 we may have access to additional tank information 0.6732 Visualising the digital twin using web services and augmented reality
104 marginalised groups that are commonly not included into urban planning citizen participation 0.6719 Tackling Urban Challenges with Models, Spatial Analysis and Numerical Simulations in Immersive Virtual Environments.
105 increased security for critical data of products 0.6691 Digital Twin of Experimental Smart Manufacturing Assembly System for Industry 4.0 Concept
106 simulation, monitoring or management 0.6685 Internet of Things Ontology for Digital Twin in Cyber Physical Systems
107 reliability, real time and convenience 0.6673 Digital twin-driven cyber-physical production system towards smart shop-floor
108 consumption, and noise 0.6673 Digital twin-driven rapid reconfiguration of the automated manufacturing system via an open architecture model
109 faster integration of new vehicle derivatives and variants 0.6665 A Case Study for a Digital Twin of Body-in-White Production Systems
110 operator safety 0.6665 Digital Twin Reference Model Development to Prevent Operators’ Risk in Process Plants
111 improve data management mechanism 0.6631 Information modeling for cyber-physical production system based on digital twin and AutomationML
112 increased geometrical quality 0.6628 Inspection Data to Support a Digital Twin for Geometry Assurance
113 highly flexible and reusable 0.6619 Modular based flexible digital twin for factory design
114 evidence-based strategic decisions to enhance profit gain 0.6604 Industrial IoT integrated with Simulation – A Digital Twin approach to support real-time decision making
115 no warm-up phase of the simulation is necessary 0.6591 Simulation-ready digital twin for realtime management of logistics systems
116 probabilistic damage tolerance 0.6587 An Ultrafast Crack Growth Lifing Model to Support Digital Twin, Virtual Testing, and Probabilistic Damage Tolerance Applications
117 minimal cost 0.6568 Process Parameter Monitoring and Control Using Digital Twin
118 lack of access to high-quality data 0.655 Extracting Value from Data Using an Industrial Data Platform to Provide a Foundational Digital Twin
119 mechanical, thermal and damage behavior 0.6547 DIGITAL TWIN FOR TANK TRACK ELASTOMERS: PREDICTING SELF-HEATING AND DURABILITY
120 it does not get tired or become stagnant 0.6536 The digital twin technology and its role in manufacturing
121 time losses 0.6524 Development of real-time monitoring and control system for Geothermal drilling by using digital twin technology
122 predictive maintenance 0.6481 Unlocking Potentials of Building Energy Systems’ Operational Efficiency: Application of Digital Twin Design for HVAC systems
123 reducing the verification cycle and cost 0.6469 Digital twin-based designing of the configuration, motion, control, and optimization model of a flow-type smart manufacturing system
124 lack of sophisticated and accurate measuring equipment and techniques 0.6465 A semi-active human digital twin model for detecting severity of carotid stenoses from head vibration—A coupled computational mechanics and computer vision method
125 reduction in production costs 0.646 Building a digital twin for additive manufacturing through the exploitation of blockchain: A case analysis of the aircraft industry
126 improving reliability of scheduling 0.6452 Digital Twin Enhanced Dynamic Job-Shop Scheduling
127 machining accuracy, chip formation and tool wear 0.6431 Digital equipment twin as the basis for the consumer in digital production
128 tacit knowledge can be mined from existing data 0.6373 A Novel Cloud-Based Framework for the Elderly Healthcare Services Using Digital Twin
129 open questions 0.6369 How to tell the difference between a model and a digital twin
130 interoperability issues 0.6329 DIGITAL TWIN: A HBIM-BASED METHODOLOGY TO SUPPORT PREVENTIVE CONSERVATION OF HISTORIC ASSETS THROUGH HERITAGE SIGNIFICANCE AWARENESS
131 privacy related anomalies 0.6328 A Digital Twin-based Privacy Enhancement Mechanism for the Automotive Industry
132 limitation of the attributes 0.6321 Using Digital Twin Data for the Attribute-Based Usage Control of Value-Added Networks
133 reduced physical commissioning time 0.6309 Supporting the Design, Commissioning and Supervision of Smart Factory Components through their Digital Twin
134 time consuming 0.6308 Consistency check to synchronize the Digital Twin of manufacturing automation based on anchor points
135 training time and classification accuracy 0.6303 Data Construction Method for the Applications of Workshop Digital Twin System
136 higher fidelity loads 0.6291 The Airframe Digital Twin: Some Challenges to Realization
137 current data (and service) integration problems 0.6285 SEDIT: Semantic Digital Twin Based on Industrial IoT Data Management and Knowledge Graphs
138 big safety concerns 0.6277 On Risk of Digital Twin Implementation in Marine Industry: Learning from Aviation Industry
139 evolution 0.6262 Augmented Kalman filter with a reduced mechanical model to estimate tower loads on an onshore wind turbine: a digital twin concept
140 changing environment and operational conditions 0.6253 Enabling technologies and tools for digital twin
141 fuel loss 0.6248 Design of a Hybrid Digital-Twin Flight Performance Model Through Machine Learning
142 soil resistance 0.6246 Construction of Digital Twin Geotechnical Resistance Model for Liquefaction Risk Evaluation
143 enhanced situation assessment, decision making, coordination, and resource allocation 0.6243 Disaster City Digital Twin: A vision for integrating artificial and human intelligence for disaster management
144 weak focus on control system performance and the unclear DT-based optimization procedures 0.6208 Digital Twin-Based Optimization for Ultraprecision Motion Systems With Backlash and Friction
145 crater height and width 0.6208 A molecular dynamics based digital twin for ultrafast laser material removal processes
146 safety and reliability 0.6199 Multiphysics Stimulated Simulation Digital Twin Methods for Fleet Management
147 accuracy and efficiency 0.6187 Digital Twin Driven Green Material Optimal-Selection towards Sustainable Manufacturing
148 high degree of accuracy 0.6172 Digital twin of wheel tractor with automatic gearbox
149 reducing the gas plant inlet/outlet pressure 0.6171 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
150 autonomy, modularity and connectivity 0.61 On Digital Twin Condition Monitoring Approach for Drivetrains in Marine Applications
151 flexibility, efficiency and sustainability 0.6095 Digital twin-enabled reconfigurable modeling for smart manufacturing systems
152 unusual situation and probable problems 0.6086 Drilling Digital Twin Success Stories the Last 10 Years
153 reduces development time and cost 0.6085 Closed-loop digital twin system for air cargo load planning operations
154 boosts its potential 0.608 Virtual monitoring method for hydraulic supports based on digital twin theory
155 transparency and auditability 0.6066 A Distributed Ledger Approach to Digital Twin Secure Data Sharing
156 model accuracy 0.6063 Methodology for enabling Digital Twin using advanced physics-based modelling in predictive maintenance
157 increasing demand of data and complexity of processing algorithms 0.6054 The digital twin of discrete dynamic systems: Initial approaches and future challenges
158 cheaper and repeatable product research 0.6038 Product Processes based on Digital Twin
159 great simplicity, limitation and closeness 0.6003 The Modelling and Using Strategy for The Digital Twin in Process Planning
160 optimization of various system processes 0.5994 The Digital Twin concept and its role in reducing uncertainty in synchromodal transport
161 flexibility 0.599 Digital Twin: Vision, Benefits, Boundaries, and Creation for Buildings
162 increases productivity 0.5989 Digital Twin for Legacy Systems: Simulation Model Testing and Validation
163 process instability and frequent production disturbances 0.5977 Digital twin-based assembly data management and process traceability for complex products
164 different types of data have to be stored and linked together in an emerging way 0.5924 Development of a Digital Twin Model for Real-Time Assessment of Collision Hazards
165 improve planning reliability 0.5912 Intelligent control of an assembly station by integration of a digital twin for employees into the decentralized control system
166 fatigue and structural durability 0.5896 Description of the cyclic material behaviour of aluminium wrought alloys as basis for a digital twin
167 increased accuracy 0.5881 A method for identification and sequence optimisation of geometry spot welds in a digital twin context
168 deployable wings, stabilizer, and propeller 0.5856 Implementation of “Digital Twin” Concept for Modern Project-Based Engineering Education
169 multiple data sources and modelled processes 0.5827 Towards a Digital Twin with Generative Adversarial Network Modelling of Machining Vibration
170 non-contact, fast identification speed, high positioning accuracy, and fault tolerance 0.5822 DTCluster: A CFSFDP Improved Algorithm for RFID Trajectory Clustering Under Digital-twin Driven
171 minimal manual work, for checking and overworking in the engineering software 0.5808 ADVANTAGES OF A DIGITAL TWIN - BIM 7D - FOR HIGH VOLTAGE SUBSTATION ENGINEERING USING OPTICAL SYMBOL RECOGNITION TECHNOLOGY
172 increases adequacy and validity in decision-making 0.5797 ABOUT A «DIGITAL TWIN» OF A FOOD PRODUCT
173 data difficulty 0.5781 Multi-Physics-Resolved Digital Twin of Proton Exchange Membrane Fuel Cells with A Data-Driven Surrogate Model
174 ships can send/receive all the information on all aspects of their current status 0.5773 The “Digital twin”. Digitization process from the point of view of a classification society
175 monitoring and control 0.5769 Digital Twin Strategies for SoS 4 Challenges and 4 Architecture Setups for Digital Twins of SoS
176 significantly enhanced automation, accuracy, efficiency and productivity 0.5755 Digital twin-driven product design framework
177 slightly different phenomena in different areas 0.5751 Digital Twin: Empowering Enterprises Towards a System-of-Systems Approach
178 Feedback control based on decisions in virtual space 0.575 Event-Driven Online Machine State Decision for Energy-Efficient Manufacturing System Based on Digital Twin Using Max-Plus Algebra
179 Different faults 0.5721 IEEE 1451 Smart Sensor Digital Twin Federation for IoT/CPS Research
180 global optimization, robustness, process resilience and plant sustainability 0.5704 Embedded Digital Twin for ARTI-Type Control of Semi-continuous Production Processes
181 structural properties 0.5696 Digital twin based method to monitor and optimize belt conveyor maintenance and operation
182 static and dynamic aspects 0.568 Synchronizing physical factory and its digital twin through an IIoT middleware: a case study
183 poor quality 0.5662 Design and implementation of a digital twin application for a connected micro smart factory
184 heterogeneity of data sources concerning data formats, protocols and sampling rates 0.5649 An architecture of an Intelligent Digital Twin in a Cyber-Physical Production System
185 There has not been necessary to include any additional hardware for fault detection 0.5648 Fault injection in Digital Twin as a means to test the response to process faults at virtual commissioning
186 lowering maintenance costs and increasing reliability and safety of aircraft 0.5638 Towards a Digital Twin for Mitigating Void Formation in Autoclave Composite Parts
187 complex product structure and a long life cycle 0.5623 Prediction maintenance integrated decision-making approach supported by digital twin-driven cooperative awareness and interconnection framework
188 poor and very poor conditions 0.5598 Development of a bridge maintenance system for prestressed concrete bridges using 3D digital twin model
189 improved flexibility, scalability and efficiency 0.5583 Automatic Generation of a Simulation-Based Digital Twin of an Industrial Process Plant
190 physical properties such as friction and gravity 0.5563 A Digital Twin-Based Approach for Designing and Multi-Objective Optimization of Hollow Glass Production Line
191 low computational complexity and relative high accuracy 0.5553 Optimized throughput improvement of assembly flow line with digital twin online analytics
192 no additional diversity preservation mechanisms are required 0.5548 The Indicator-Based Evolutionary Algorithm for the Digital Twin
193 complex business systems 0.5546 An actor based simulation driven digital twin for analyzing complex business systems
194 records of damage and their repairs are not well managed 0.5534 Digital Twin Models for Maintenance of Cable-Supported Bridges
195 brevity 0.5533 Integration of an energy management tool and digital twin for coordination and control of multi-vector smart energy systems
196 failure and loss of confidence of internal stakeholders 0.5532 CONCEPTION OF A DIGITAL TWIN IN MECHANICAL ENGINEERING – A CASE STUDY IN TECHNICAL PRODUCT DEVELOPMENT
197 lack of non-engineering metrics typically modelled 0.5506 Representing financial data streams in digital simulations to support data flow design for a future Digital Twin
198 different understandings of DTs 0.5501 Digital Twin in Industry: State-of-the-Art
199 low cost and high flexibility 0.5494 Dynamic Analysis of Digital Twin System Based on Five-Dimensional Model
200 challenges that go well beyond technology 0.5488 Toward Digital Twin and Simulation- Driven New Product Development
201 historical information allied to the existent industrial machinery 0.548 Industry 4.0 - Digital Twin Applied to Direct Digital Manufacturing
202 Energy-aware resources 0.548 Energy-Aware Resources in Digital Twin: The Case of Injection Molding Machines
203 model variables provide direct information about solar panel state and performance 0.5475 DIGITAL TWIN IN THE ANALYSIS OF A BIG DATA
204 change in the lighting condition, noise interference or distance and location variability 0.5472 A Digital Twin-Based Multi-modal UI Adaptation Framework for Assistance Systems in Industry 4.0
205 high flexibility 0.5467 Digital twin-enabled self-evolved optical transceiver using deep reinforcement learning
206 more prominent proficiency and efficiency 0.5434 A Survey Paper on Concept of Digital Twin in Modern Era
207 unpredictable equipment failure, unstable network status, and inconvenient maintenance 0.5412 Structural Design of Digital Twin Laboratory Model Based on Instruments Sharing Platform
208 physical outcomes and reduce potential risks on a physical counterpart 0.5402 A digital twin to train deep reinforcement learning agent for smart manufacturing plants: Environment, interfaces and intelligence
209 intricate process and wide range of skills required 0.5401 Demonstration of an Industrial Framework for an Implementation of a Process Digital Twin
210 high-fidelity visual foresight and reproduction 0.5399 DT-II:Digital twin enhanced Industrial Internet reference framework towards smart manufacturing
211 valuable raw data 0.5354 Ontology-based modeling of part digital twin oriented to assembly
212 intelligent, integrated and high-speed 0.5322 Digital Twin for Machining Tool Condition Prediction
213 the line of sight issues and surfaces texture 0.5316 Towards the development of a Digital Twin: A comparative study of 3D data acquisition methods for mechanical and electrical assets
214 higher accuracy 0.5305 Digital Twin-Driven All-Solid-State Battery: Unraveling the Physical and Electrochemical Behaviors
215 fewer unplanned maintenance downtime events 0.5303 The role of data fusion in predictive maintenance using digital twin
216 not,effective 0.5276 The Post-Occupancy Digital Twin: A Quantitative Report on Data Standardisation and Dynamic Building Performance Evaluation
217 the collectedRUL during their operations 0.526 The use of Digital Twin for predictive maintenance in manufacturing
218 high complexity and different configurations 0.5258 The Digital Twin, Demonstrating the Potentials of Monitoring of Product/Process: a Case Based on an Agile Manufacturing Control Line
219 improvement and key limitations 0.5239 Developing a Dynamic Digital Twin at a Building Level: using Cambridge Campus as Case Study
220 invaluable support 0.5229 Human Digital Twin for Fitness Management
221 digital models are built and placed at the disposal by transformation for the next phases 0.5224 TOWARDS A DIGITAL TWIN: HOW THE BLOCKCHAIN CAN FOSTER E/E-TRACEABILITY IN CONSIDERATION OF MODEL-BASED SYSTEMS ENGINEERING
222 stable and reasonable evaluation result 0.5222 Digital Twin Driven Green Performance Evaluation Methodology of Intelligent Manufacturing: Hybrid Model Based on Fuzzy Rough-Sets AHP, Multistage Weight Synthesis, and PROMETHEE II
223 the complexity of the system affects the human skill of decision making 0.5216 Modular Fault Ascription and Corrective Maintenance Using a Digital Twin
224 reducing start-up risk 0.5194 Developing a Digital Twin: The Roadmap for Oil and Gas Optimization
225 undesired side effects 0.5191 Create the Individualized Digital Twin for Noninvasive Precise Pulmonary Healthcare
226 the robustness of the virtual models 0.5183 Digital twin framework and its application to power grid online analysis
227 it is not a panacea for weapon system V&V 0.5177 Is Digital Thread/Digital Twin Affordable? A Systemic Assessment of the Cost of DoD’s Latest Manhattan Project
228 improved value chains 0.5157 Next Generation Digital Twin
229 budget and fidelity 0.5146 Deriving a Cost-Effective Digital Twin of an ICS to Facilitate Security Evaluation
230 warehousing and logistic processes 0.5137 The Digital Twin: Realizing the Cyber-Physical Production System for Industry 4.0
231 efficiency, reusability, and interoperability 0.5133 A Comparative Study on Digital Twin Models
232 sustainability 0.5133 Lifespan Prediction Technique for Digital Twin-Based Noise Barrier Tunnels
233 integrating dynamic and static data 0.5133 Dynamic digital twin for predictive maintenance in flexible production systems
234 better connectivity and flexibility 0.512 A state-of-the-art survey of Digital Twin: techniques, engineering product lifecycle management and business innovation perspectives
235 globalized improvement of healthcare 0.5116 A Survey on Digital Twin: Definitions, Characteristics, Applications, and Design Implications
236 limitation of time, cost, and data 0.5075 A Survey of Digital Twin Technology for PHM
237 complexity and uncertainty of discrete manufacturing job-shop 0.5062 Digital twin-driven carbon emission prediction and low-carbon control of intelligent manufacturing job-shop
238 long-term cost reduction 0.5052 Towards a semantic Construction Digital Twin: Directions for future research
239 it is crucial for companies to continuously adapt and improve their product development processes 0.5052 WHAT IS A DIGITAL TWIN? – DEFINITIONS AND INSIGHTS FROM AN INDUSTRIAL CASE STUDY IN TECHNICAL PRODUCT DEVELOPMENT
240 lifecycle management of individual aircraft and whole fleet 0.5039 Airframe digital twin technology adaptability assessment and technology demonstration
241 software compatibility and ensuring that the measurement data are up to date 0.5032 Application of a Hybrid Digital Twin Concept for Factory Layout Planning
242 All forces and torques are modeled in the software 0.5017 Modeling and implementation of a digital twin of material flows based on physics simulation
243 increased knowledge of past operations would greatly assist decision making today 0.5012 Digital twin of nuclear waste management facilities
244 internal semantic dependencies 0.5011 Simulation and Digital Twin Based Design of a Production Line: A Case Study
245 constraints of the process route and resources 0.5005 The modelling and operations for the digital twin in the context of manufacturing
246 reducing overhead and saving resources 0.5001 Cloud-Based Digital Twin for Industrial Robotics
247 cost savings 0.4992 Automated Generation of a Digital Twin Using Scan and Object Detection for Data Acquisition
248 they can contain ready-made prefabricated objects 0.4971 Proposal of Digital Twin Platform Based on 3D Rendering and IIoT Principles Using Virtual / Augmented Reality
249 improve processing efficiency and quality 0.4954 Modeling of Cyber-Physical Systems and Digital Twin Based on Edge Computing, Fog Computing and Cloud Computing Towards Smart Manufacturing
250 this problem does not affect the quality of the final results 0.4932 Data-driven ship digital twin for estimating the speed loss caused by the marine fouling
251 our internal purposes 0.4914 Supporting Early Phases of Digital Twin Development with Enterprise Modeling and Capability Management: Requirements from Two Industrial Cases
252 no conflict of interest 0.4886 Accelerating Biologics Manufacturing by Modeling or: Is Approval under the QbD and PAT Approaches Demanded by Authorities Acceptable without a Digital-Twin?
253 key enablers for smart manufacturing systems 0.4883 A Digital Twin Framework for Performance Monitoring and Anomaly Detection in Fused Deposition Modeling
254 unknown system orders and closed-loop interferences 0.4867 Data-driven digital twin technology for optimized control in process systems
255 improves the decision-making process 0.4867 Integrating Virtual Reality and Digital Twin in Circular Economy Practices: A Laboratory Application Case
256 automated and manual processes in manufacturing environments 0.4844 Leveraging Digital Twin Technology in Model-Based Systems Engineering
257 safety and security 0.4839 Digital Twin for Cybersecurity Incident Prediction: A Multivocal Literature Review
258 higher level of connectivity, intelligence and autonomy 0.483 Machine tool digital twin: Modelling methodology and applications
259 result analysis efficiency of technical diagnostic and monitoring 0.4811 Digital twin technology as an instrument for increasing electrical equipment reliability
260 integration, multiphysical, multiscale, probabilistic 0.4806 Digital Twin Technology
261 intelligence and integration of the whole system 0.4806 From BIM Towards Digital Twin: Strategy and Future Development for Smart Asset Management
262 uncertainty and variability 0.4804 Disrupting rock engineering concepts: is there such a thing as a rock mass digital twin and are machines capable of learning rock mechanics?
263 distributed control and an anomaly detection 0.4777 Digital Twin of manufacturing systems: a case study on increasing the efficiency of reconfiguration
264 satisfactory conditions 0.4772 Contribution to the development of a Digital Twin based on product lifecycle to support the manufacturing process
265 3D modeling and real-time communication between interfaces 0.4762 Towards Automated 3D reconstruction in SME factories and Digital Twin Model generation
266 poor formalizability of an object and a problem of control 0.4749 Digital Twin Applications: Diagnostics, Optimisation and Prediction
267 simplicity 0.4729 Robust Digital Twin Compositions for Industry 4.0 Smart Manufacturing Systems
268 heterogeneous material properties and rough surfaces 0.4702 About a Digital Twin for the Fatigue Approach of Additively Manufactured Components
269 increased valve parameters 0.4699 Digital twin-driven optimization of gas exchange system of 2-stroke heavy fuel aircraft engine
270 low levels of efficiency, intelligence, and sustainability 0.4696 Machine Learning based Digital Twin Framework for Production Optimization in Petrochemical Industry
271 uncertainty and unpredictability 0.4682 TOWARDS AN EQUILIBRIUM MODEL FOR MEASURING THE IMPACT OF DIGITAL TWIN TECHNOLOGY ON ENTERPRISE AGILITY
272 better long time-horizon forecasts of the fermentation progress 0.4679 Towards a digital twin: a hybrid data-driven and mechanistic digital shadow to forecast the evolution of lignocellulosic fermentation
273 model structure error, model parameter error and model order error 0.4666 Consistency retention method for CNC machine tool digital twin model
274 performances 0.4662 The Potential of Digital Twin Model Integrated With Artificial Intelligence Systems
275 their size 0.4644 Building and exploiting a Digital Twin for the management of drinking water distribution networks
276 reduced damage or cost of product movement 0.4637 Digital twin-enabled Graduation Intelligent Manufacturing System for fixed-position assembly islands
277 random sparse lattice and non–equidistant nature of microdots 0.463 Digital Twin-Driven Cyber-Physical System for Autonomously Controlling of Micro Punching System
278 maximum stress and residual stresses 0.4605 Individualizing Locator Adjustments of Assembly Fixtures Using a Digital Twin
279 no restrictions 0.4604 Digital Twin Requirements in the Context of Industry 4.0
280 irreversible consequences 0.4597 Challenges of developing a digital twin model of renewable energy generators
281 transparency, ease of implementation 0.4595 Digital Twin Real-Time FPGA Implementation for Light Electric Vehicle Propulsion System Using EMR Organization
282 reduction of cost and time 0.4594 Digital twin and virtual reality: a co-simulation environment for design and assessment of industrial workstations
283 less time and lower cost 0.4578 Digital twin-based process reuse and evaluation approach for smart process planning
284 virtual representations of physical objects and they can be connected with their physical counterparts 0.4563 Dimensions of Digital Twin Applications - A Literature Review
285 unpredictable and undesirable emergent behaviors of the complex objects 0.4541 Understanding unstructured 3D point clouds for creating digital twin city: An unsupervised hierarchical clustering approach
286 reduced time to production and optimization 0.4538 FMU-supported simulation for CPS Digital Twin
287 greater transparency in the future 0.4532 A Survey on the Necessity for a Digital Twin of Production in the Automotive Industry
288 possible new digital (mission) threads 0.4528 The Digital (Mission) Twin: an Integrating Concept for Future Adaptive Cyber-Physical-Human Systems
289 distributed and heterogeneous nature of the information 0.4526 Planning Agricultural Core Road Networks Based on a Digital Twin of the Cultivated Landscape
290 cutting load, servo response performance and machining environment 0.4525 Real-time machining data application and service based on IMT digital twin
291 it reduces or even eliminates the need for physical prototypes 0.4523 On the virtual optimization of CAI-CAx loop based on the digital twin: sculpture surface demonstrator
292 costs reducing in conditions of high variety low volume machine-building production 0.4517 Application of the Digital Twin Concept to Solve the Monitoring Task of Machine-Building Technological Process
293 the DT collects and evaluates the actual production process 0.4511 The digital twin of an industrial production line within the industry 4.0 concept
294 interoperability and accessibility 0.4508 Digital Twin-driven smart manufacturing: Connotation, reference model, applications and research issues
295 complexity and overfitting 0.442 Information-Based Model Discrimination for Digital Twin Behavioral Matching
296 faster and more cost efficient replanning and rebuilding 0.4413 Keeping the Digital Twin up-to-date - Process Monitoring to Identify Changes in a Plant
297 they are compliant with the AEC industry 0.4382 SPHERE: BIM Digital Twin Platform
298 accuracy in planning and decision making of the drilling operation 0.4363 Drilling Automated Realtime Monitoring Using Digital Twin
299 cause and effect relations between design variables and sustainability 0.4356 The US Air Force Digital Thread/Digital Twin - Life Cycle Integration and Use of Computational and Experimental Knowledge
300 to connect the physical and cyber world to work intelligently 0.4353 Revolution on digital twin technology—a patent research approach
301 improve equipment maintenance technology and full life cycle management level 0.4347 Research on Application of Digital Twin in Simulation of Equipment Maintenance Support
302 incompatible versions of the drivers and the development environment 0.4336 A Six-Layer Digital Twin Architecture for a Manufacturing Cell
303 failures 0.4331 MV Cable Modeling for Application in the Digital Twin of a Windfarm
304 accuracy, stability, and quality 0.4322 Digital Twin and Big Data Towards Smart Manufacturing and Industry 4.0: 360 Degree Comparison
305 magnetic flux density and field lines 0.4315 Insights into Digital Twin Based on Finite Element Simulation of a Large Hydro Generator
306 fidelity of DT representations 0.4293 On the Engineering of IoT-Intensive Digital Twin Software Systems
307 high requirements regarding geometry and appearance information or texture 0.4287 Digital geoTwin Vienna: Towards a Digital Twin City as Geodata Hub
308 spatial reasoning 0.427 Training Robot Manipulation Skills through Practice with Digital Twin of Baxter
309 energy and resource efficiency 0.4263 Digital twin: current scenario and a case study on a manufacturing process
310 increased speed of technical decision-making process 0.4249 Combination of Digital Twin and Artificial Intelligence in Manufacturing Using Industrial IoT
311 Monitor anomalies, fatigue, crack paths 0.4235 A Review of the Roles of Digital Twin in CPS-based Production Systems
312 to collect data from surface objects easily and quickly 0.422 Digital Twin and CyberGIS for Improving Connectivity and Measuring the Impact of Infrastructure Construction Planning in Smart Cities
313 process transparency and better product 0.4204 Systems engineering and digital twin: a vision for the future of cruise ships design, production and operations
314 these multimodal data must be synchronized and aggregated 0.4162 Digital twin information technology for biomedical data complex representation and processing
315 higher efficiency, accuracy and gains economic benefits in the production 0.4159 Digital Twin in manufacturing: A categorical literature review and classification
316 improving the bolted connection safety and reliability 0.4151 Tolerance Allocation With Simulation-Based Digital Twin for CFRP-Metal Countersunk Bolt Joint
317 keeping flexibility and reducing cost 0.4129 Deep learning-enabled intelligent process planning for digital twin manufacturing cell
318 leads to added value, and creates new markets 0.4122 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
319 excessive wear 0.4119 The Development and use of a Digital Twin Model for Tire Touchdown Health Monitoring
320 human presence is dangerous 0.4116 A digital twin approach to develop a new autonous system able to operate in high temperature environments within industrial plants
321 improve the digital level of the intelligent manufacturing unit and the operating efficiency 0.4106 Digital twin process and simulation operation control technology for intelligent manufacturing unit
322 significant computational cost, and too little use of simulation methods 0.4088 Sensor Control in Anti-Submarine Warfare—A Digital Twin and Random Finite Sets Based Approach
323 several systematic errors 0.4076 Using an Advanced Digital Twin to Improve Downhole Pressure Control
324 help to optimize machine use 0.4059 Model-Driven Development of a Digital Twin for Injection Molding
325 sorting speed and delivery speed of workpiece 0.4046 Digital twin-driven system for roller conveyor line: design and control
326 autonomous control 0.4033 Simulation-based Analysis of the Interaction of a Physical and a Digital Twin in a Cyber-Physical Production System
327 better planning results 0.4026 Integration of a digital twin as human representation in a scheduling procedure of a cyber-physical production system
328 environmental loads 0.4012 Digital Twin for Drilling Operations – Towards Cloud-Based Operational Planning
329 high costs and unsolved questions regarding data security 0.4004 Integrating the Digital Twin of the manufacturing system into a decision support system for improving the order management process
330 pervasive connectivity in production systems 0.4001 Review of digital twin applications in manufacturing
331 deterioration in quality due to mass production 0.3991 Development of electric vehicle maintenance education ability using digital twin technology and VR
332 the need to gain computational results in real-time 0.3979 The medical digital twin assisted by Reduced Order Models and Mesh Morphing
333 improve operation efficiency 0.3972 Digital Twin-Driven Control Method for Robotic Automatic Assembly System
334 separation of concerns by developing modular components 0.3944 A Unified Ontology Namespace for Enterprise Integration a Digital Twin Case Study
335 enhancing transparency and revealing potentials for optimization measures in production systems 0.3933 The Digital Twin: Demonstrating the Potential of Real Time Data Acquisition in Production Systems
336 establishing relationships between projections by detecting shared data flows 0.3931 A Method for Digital Twin Generation Based on the Aggregation of Information Objects
337 this allows a single security relation between the physical and digital domain 0.3919 A Digital Twin Based Industrial Automation and Control System Security Architecture
338 the ability to create, manage and exchange information throughout the life of a project 0.3916 Designing a unique Digital Twin for linear infrastructures lifecycle management
339 neglected interrelations between the facilities and the human factor 0.3905 Electric Stock Digital Twin in a Subway Traction Power System
340 successive grinding operations 0.3897 Hidden Markov model-based digital twin construction for futuristic manufacturing systems
341 maximizing resource utilization rate and minimize cost to meet customer needs 0.3887 Digital twin-based opti-state control method for a synchronized production operation system
342 safety and security 0.3876 A Digital Twin for Directing People Flow in Preserved Heritage Buildings
343 long processing cycles, high accuracy, large parts 0.3869 A Digital Twin-Driven Approach for On-line Controlling Quality of Marine Diesel Engine Critical Parts
344 sustainability and urban metabolism issues 0.3861 SMART CITY DEVELOPMENT WITH DIGITAL TWIN TECHNOLOGY
345 more flexible and knowledge-based 0.386 MES-integrated digital twin frameworks
346 to reduce the production of faulty parts 0.3844 Digital Twin of Experimental Workplace for Quality Control with Cloud Platform Support
347 non-stationarity parameters of oscillatory systems 0.3832 Development of digital twin of high frequency generator with self-excitation in Simulink
348 reducing the amount of presented variables 0.3832 Measurement methods to build up the digital optical twin
349 inefficient work and an increasing flood of data 0.383 ‘MIRROR, MIRROR, ON THE WALL’: ROBOTIC PROCESS AUTOMATION IN THE PUBLIC SECTOR USING A DIGITAL TWIN
350 accuracy of the solution 0.3813 RB-FEA Based Digital Twin for Structural Integrity Assessment of Offshore Structures
351 sensing its environment 0.381 Digital Twin Concepts in Manufacturing Industries - A Literature Review and Avenues for Further Research
352 data is scarce while capable of also accounting for uncertainties in the data 0.3808 Aerodynamic Data Fusion Towards the Digital Twin Paradigm
353 lower the cost of operations, increase worker productivity, and lower infrastructure costs 0.3806 Digital Twin Technology in the Field Reclaims Offshore Resources
354 improving accuracy 0.3804 Digital Twin Service towards Smart Manufacturing
355 environmental & regulatory demands 0.38 Digital Geometry to Support a Gas Turbine Digital Twin
356 life cycle information connectivity and continuity 0.3777 Approach to the Development and Application of a Digital Thread / Digital Twin Authoritative Truth Source
357 high semantic interoperability 0.3771 Smart City Platform Enabling Digital Twin
358 increasing the overall operational efficiency of seismic vessels through digitisation and automation 0.3727 Seismic RTDT: Real-Time Digital Twin for Boosting Performance of Seismic Operations
359 complexities 0.3722 Development of the simulation model for Digital Twin applications in historical masonry buildings: The integration between numerical and experimental reality
360 automated decision making 0.3708 A Digital Twin for Automated Root-Cause Search of Production Alarms Based on KPIs Aggregated from IoT
361 inconsistencies and errors 0.3696 A Reference Architecture for Smart Building Digital Twin
362 To limit computational load and bandwidth consumption 0.3686 Realization of the 5-Axis Machine Tool Digital Twin Using Direct Servo Control from CAM
363 versatile nature and its ability to provide a solution for any given scenario 0.3656 Understanding the role of a Digital Twin in Integrated Vehicle Health Management (IVHM)*
364 not cross-linked and always accessible visualized anywhere in the world 0.3649 Digital Twin as Enabler for an Innovative Digital Shopfloor Management System in the ESB Logistics Learning Factory at Reutlingen - University
365 high accuracy and fast convergence speedFigure 6 0.3644 Digital Twin for rotating machinery fault diagnosis in smart manufacturing
366 integral parts 0.3629 Digital Thread and Twin for Systems Engineering: EMD to Disposal
367 reproducing the crane motion 0.3616 Fatigue life estimation of hydraulically actuated mobile working machines using Internet of Things and Digital Twin concepts
368 level instability 0.361 Digital Twin for Monitoring of Industrial Multi-Effect Evaporation
369 efficiency and optimisation 0.3599 Digital Twin Based Condition Monitoring of a Knuckle Boom Crane: an Experimental Study
370 mixed reality interfaces and real-time data to support urban decision making and communication 0.3597 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
371 costs and expenses 0.3592 The logistics network digital twin in view of concept of the non-destructive quality control methods
372 improved operations, reduced defects 0.3572 Imagineering on Augmented Reality and Digital Twin for Digital Competence
373 high complexity and different configurations 0.3549 From the Cyber-Physical System to the Digital Twin: the process development for behaviour modelling of a Cyber Guided Vehicle in M2M logic
374 relatively cheap and light weight 0.3535 Structural Health Management of Damaged Aircraft Structures Using the Digital Twin Concept
375 they only capture relevant interdependencies between subsystems 0.3518 WoT Graph as Multiscale Digital-Twin for Cyber-Physical Systems-of-Systems
376 poor forecasting 0.3517 Monitoring and Warning for Digital Twin-driven Mountain Geological Disaster
377 it fails for all the patients 0.3512 Cardio Twin: A Digital Twin of the human heart running on the edge
378 similarities and differences in terms of design, implementation and real-world impact 0.3484 Comparison of Digital Twin Development in Manufacturing and Maritime Domains
379 potential defects and threats 0.3462 Digital Twin: Research Framework to Support Preventive Conservation Policies
380 many different perspectives and conceptions exist 0.345 Next Generation Digital Twin: an Ecosystem for Mechatronic Systems?
381 complexity of the infrastructure used 0.3448 Hardware and Software Infrastructure of Digital Twin Technology
382 the cluster fields are irrelevant 0.3439 Data-driven Digital Twin approach for process optimization: an industry use case
383 To reduce the number of damaged potatoes during the harvest 0.3424 Business Models for Industrial Smart Services – The Example of a Digital Twin for a Product-Service-System for Potato Harvesting
384 benefits achieved 0.3402 Evolution of a Digital Twin for a Steam Cracker
385 very costly and even more time-consuming 0.3399 Digital Twin based synchronised control and simulation of the industrial robotic cell using Virtual Reality
386 resiliency of interconnected microgrids 0.3391 On the Implementation of IoT-Based Digital Twin for Networked Microgrids Resiliency Against Cyber Attacks
387 changes in terms of both internal structure and external expressions 0.3377 Digital Twin of a Research Organization: Approaches and Methods
388 human behavior unpredictability 0.337 Digital twin for adaptation of robots’ behavior in flexible robotic assembly lines
389 ineffective and take considerable time to train them 0.3365 Digital Twin of the Oil Well, Based on Data Mining Technologies
390 cardiovascular diseases 0.3358 Methods of computational modeling of coronary heart vessels for its digital twin
391 environmental protection and human safety 0.3335 The True Digital Twin Concept for Fatigue Re-Assessment of Marine Structures
392 rising global carbon dioxide emissions 0.3331 Evaluation of Industry 4.0 Data formats for Digital Twin of Optical Components
393 software tools and engineering hours availability 0.3308 Flexible Work Cell Simulator Using Digital Twin Methodology for Highly Complex Systems in Industry 4.0
394 faster proliferation of machine and deep learning algorithms 0.3304 A novel digital twin-centric approach for driver intention prediction and traffic congestion avoidance
395 poor data quality 0.3276 A Requirements Driven Digital Twin Framework: Specification and Opportunities
396 risk associated and high cost of running these tests 0.3268 Digital Twin Enabled Smart Control Engineering as an Industrial AI: A New Framework and A Case Study
397 unpredictable, undesirable emergent behaviour 0.3261 A System of Systems Digital Twin to Support Life Time Management and Life Extension of Subsea Production Systems
398 reduces the applicational gap in control centers 0.3249 Recent and prospective developments in power system control centers: Adapting the digital twin technology for application in power system control centers
399 the possibility to see virtual prototypes in real scale and from various perspective 0.3243 FROM CAD TO PHYSICS-BASED DIGITAL TWIN: FRAMEWORK FOR REAL-TIME SIMULATION OF VIRTUAL PROTOTYPES
400 Large amounts of real-time data 0.3242 Dynamic Evaluation Method of Machining Process Planning Based on Digital Twin
401 does not spring into life fully formed straight from the CAD model 0.3234 The Digital Twin Throughout the SE Lifecycle
402 databases, mathematical models and computational procedures 0.3226 Hierarchy of Human Operator Models for Digital Twin
403 autonomous and smarter 0.3221 Digital Twin as a decision-making tool to opt for the most promising Product Design Strategies in a Circular Economy
404 stoppages the real machine’s operation in the production for testing 0.3208 Using digital twin for maintenance applications in manufacturing: State of the Art and Gap analysis
405 bit breakage, motor malfunction or pipe blockage 0.3205 Process Modelling of Geothermal Drilling System Using Digital Twin for Real-Time Monitoring and Control
406 poor performance in shear-dominated regimes 0.3203 On the Effects of Modeling As-Manufactured Geometry: Toward Digital Twin
407 maintain a specified level of accuracy 0.3175 DIGITAL TWIN OF DISTRIBUTED ENERGY DEVICES
408 variation of the material properties and geometric dimensions 0.3152 Probabilistic methods for risk assessment of airframe digital twin structures
409 smart factories are advancing in technology to increase production and to be more efficient 0.3131 Towards a Digital Twin for Cloud Manufacturing: Case Study
410 very large 0.3113 Digital Twin Technology for Aquaponics: Towards Optimizing Food Production with Dynamic Data Driven Application Systems
411 complexity, low volume, and with restricted tolerances 0.3106 A Digital Twin for Integrated Inspection System in Digital Manufacturing
412 trust and safely levels 0.3097 A review on simulation in digital twin for aerospace, manufacturing and robotics
413 simulation of different scenarios 0.3091 The Digital Twin – Birth of an Integrated System in the Digital Age
414 keeping flexibility and reducing production time and cost 0.3078 Knowledge-driven digital twin manufacturing cell towards intelligent manufacturing
415 innovative design, manufacture and reliability of production line rise to a new height 0.3067 Research on Digital Twin Technology for Production Line Design and Simulation
416 costeffectiveness 0.3053 A case study of digital-twin-modelling analysis on power-plant-performance optimizations
417 cumulative effect of the constantly changing variables that arise when processing a batch of parts 0.3045 Designing optimal automatic cycles of round grinding based on the synthesis of digital twin technologies and dynamic programming method
418 to create customer-centricity 0.3037 An appraisal of literature for design and implementation of developing a framework for digital twin and validation through case studies
419 expensive and catastrophic 0.3025 Exploiting Digital Twin Technology to Teach Engineering Fundamentals and Afford Real-World Learning Opportunities
420 lack of coordination in policy making 0.3021 Developing a City-Level Digital Twin Propositions and a Case Study
421 fundamental integration challenges associated with 3D models and terrain 0.2964 INTEGRATION OF 3D OBJECTS AND TERRAIN FOR 3D MODELLING SUPPORTING THE DIGITAL TWIN
422 higher power density and higher efficiency 0.2956 Health monitoring and prognosis of electric vehicle motor using intelligent-digital twin
423 little communication overhead 0.2951 Petascale Cloud Supercomputing for Terapixel Visualization of a Digital Twin
424 rapid collection, processing, and feedback 0.2947 Framework for manufacturing-tasks semantic modelling and manufacturing-resource recommendation for digital twin shop-floor
425 memory and LUT searching efforts 0.294 Digital Twin Software for Electrical Machines
426 evolution of modeling conventions and progress-driven exchange of information 0.2939 The Digital Twin of the Economy: Proposed Tool for Policy Design and Evaluation
427 unmet expectations 0.2936 Demonstrated Benefits of a Nascent Digital Twin
428 increase efficiency, reduce cost and reduce risk 0.2936 Digital Twin Through the Life of a Field
429 Its advantages are, nonetheless, still readily available for existing production assets 0.2924 Real-Time Production Optimization - Applying a Digital Twin Model to Optimize the Entire Upstream Value Chain
430 better high priority samples 0.292 Pharmaceutical quality control laboratory digital twin – A novel governance model for resource planning and scheduling
431 substandard products which do not meet quality requirements 0.2919 Improvement of the quality of designed cylindrical grinding cycle with traverse feeding based on the use of digital twin options
432 Competing interestsThe authors declare that they have no competing interests 0.2885 Time series behavior modeling with digital twin for Internet of Vehicles
433 greatly improved safety and reliability 0.2877 A new concept of digital twin of artifact systems: synthesizing monitoring/inspections, physical/numerical models, and social system models
434 time loss from user error 0.2856 Real-Time asset tracking; a starting point for Digital Twin implementation in Manufacturing
435 all data both from physical space and cyber space 0.2845 Digital Twin-Based Energy Modeling of Industrial Robots
436 reduced risk of collisions with surrounding objects 0.2837 The digital twin implementation for linking the virtual representation of human-based production tasks to their physical counterpart in the factory-floor
437 improvement in fatigue life estimation 0.2808 Demonstration of an Airframe Digital Twin Framework Using a CF-188 Full-Scale Component Test
438 reduce the load or increase the cooling) and avoid breakdowns 0.2775 Information Digital Twin—Enabling Agents to Anticipate Changes in Their Tasks
439 speed variance and TTC 0.2762 Sensor Fusion of Camera and Cloud Digital Twin Information for Intelligent Vehicles
440 inherent degradation of physical layers 0.2757 Digital Twin-based Cyber Physical System for Sustainable Project Scheduling
441 multi-dimensional and multi-modal characteristics of data among different subjects 0.271 Data Super-Network Fault Prediction Model and Maintenance Strategy for Mechanical Product Based on Digital Twin
442 failure detection and diagnostics of artificial lift systems 0.2702 Electrical Submersible Pump Digital Twin, the Missing Link for Successful Condition Monitoring and Failure Prediction
443 improve part quality, and shorten the time needed for qualifying products 0.267 A digital twin for rapid qualification of 3D printed metallic components
444 cannot be utilized if the available measurements are not adequate 0.262 Using Digital Twin Technology to Ensure Data Quality in Transport Systems
445 reduce future design resource requirements 0.2607 Coupled simulation of thermally active building systems to support a digital twin
446 compatibility of the digital twin models via the product development process and its subsequent integration 0.2599 Challenges and Potentials of Digital Twins and Industry 4.0 in Product Design and Production for High Performance Products
447 increase in capability, adaptability, and awareness of the process 0.2595 Part data integration in the Shop Floor Digital Twin: Mobile and cloud technologies to enable a manufacturing execution system
448 performance of production machines, production flow and cost structure 0.2589 Micro Manufacturing Unit and the Corresponding 3D-Model for the Digital Twin
449 disturbances and uncertainties 0.2584 Digital Twin Shop-Floor: A New Shop-Floor Paradigm Towards Smart Manufacturing
450 a foundation for the characterization of a domain in IS research 0.2584 A Taxonomy of Digital Twins
451 keep data consistency in all stages of product life cycle 0.2541 Digital Twin of Solid Rocket Motor, Problem and Challenge
452 security and efficiency 0.2541 Simulation-Based Digital Twin Development for Blockchain Enabled End-to-End Industrial Hemp Supply Chain Risk Management
453 reducing development times and costs, and improving product quality and production efficiency 0.2482 Digital Twin-enabled Collaborative Data Management for Metal Additive Manufacturing Systems
454 higher data quality 0.246 A digital twin for composite parts manufacturing : Effects of defects analysis based on manufacturing data
455 constantly monitor, control, and optimize the logistics stream across companies 0.2456 SERVICE VALUE CREATION USING A DIGITAL TWIN
456 continuous improvement and innovation in production 0.2453 The Modeling Method of Digital Twin Models for Machining Parts
457 important factors for offshore assets are top-side mass and damping 0.2408 True Fatigue Life Calculation Using Digital Twin Concept and Operational Modal Analysis
458 interoperability 0.2407 Digital twin-driven joint optimisation of packing and storage assignment in large-scale automated high-rise warehouse product-service system
459 allocation of functionality that is detached from assets 0.2396 Digital Twin: An Enabler for New Business Models
460 ability of accuracy and the adaptability for changing context 0.2371 A Product Quality Monitor Model With the Digital Twin Model and the Stacked Auto Encoder
461 extensive attention 0.2367 Discussion on the New Operation Management Mode of Hydraulic Engineering Based on the Digital Twin Technique
462 multi-source data fusion and management 0.2363 Equipment energy consumption management in digital twin shop-floor: A framework and potential applications
463 we design a Chi-square detector to monitor the estimation process 0.2345 A Game-Theoretic Approach to Secure Estimation and Control for Cyber-Physical Systems with a Digital Twin
464 less severe faults are not always distinguished from healthy engines 0.2324 Fleet Monitoring and Diagnostics Framework Based on Digital Twin of Aero-Engines
465 degree of detail, technical focus or their scope 0.2323 Analysis of Digital Twin Definition and Its Difference from Simulation Modelling in Practical Application
466 growing data 0.2318 A Hierarchical Digital Twin Model Framework for Dynamic Cyber-Physical System Design
467 cost, quality, service and speed 0.2308 Improving Process Using Digital Twin: A Methodology for the Automatic Creation of Models
468 appropriate parameters for scale-up or scale-down for experimental characterization 0.2307 Digital Twin for Extraction Process Design and Operation
469 safety benefits in that expert remote assistance could be offered in real time 0.2301 Exploring the blue skies potential of digital twin technology for a polar supply and research vessel
470 lifecycle 0.2299 Exploring the role of Digital Twin for Asset Lifecycle Management
471 safety, comfortability and usability for the usage 0.2293 Digital twin enhanced human-machine interaction in product lifecycle
472 significant benefits and advantages during well construction and production 0.2285 The Importance of Feature Selection Methods for the Error Prediction Process of a Digital Twin
473 higher fuel efficiency 0.2259 Digital Twin and Triple Spark Ignition in Four-Stroke Internal Combustion Engines of Two-Wheelers
474 sustaining growth and advancing the quality of life in cities 0.2257 Devising a Game Theoretic Approach to Enable Smart City Digital Twin Analytics
475 difficulties and errors 0.224 AN APPROACH FOR THE IMPLEMENTATION OF THE DIGITAL TWIN IN THE AUTOMOTIVE WIRING HARNESS FIELD
476 accuracy of the created digital model 0.2206 Development and creation a model of a digital twin of the cubepart rectification installation for the separation of a binary water-alcohol mixture
477 dementia 0.2179 Visual validation services with time coordination for senior citizens social events - OldBirds digital twin platform
478 compromises its properties, condition and behaviour 0.2177 Digital Twin - Concept of a Continuously Adaptive Power System Mirror
479 user experience and ease of modeling 0.2172 How to model and implement connections between physical and virtual models for digital twin application
480 different pathological conditions can be generated to have a better understanding of the disease 0.2163 Synthetic PPG generation from haemodynamic model with baroreflex autoregulation: a Digital twin of cardiovascular system
481 competitive advantage 0.2101 Brief Analysis About Digital Twin Supply Chain Model and Application
482 unrestricted reuse, distribution, and reproduction in any medium 0.21 The ‘Digital Twin’ to enable the vision of precision cardiology
483 estimate the product quality 0.2057 Information model and software architecture for the implementation of the digital twin of the turbine rotor
484 undesirable emergent behaviors 0.2015 Digital twin-driven manufacturing cyber-physical system for parallel controlling of smart workshop
485 opportunities are uncovered within the virtual environment 0.1984 Understanding Kid´s Digital Twin
486 dramatic technology advancements in digitalization 0.1979 THE DIGITAL TWIN THEORY - DESIGNING A TEST INFRASTRUCTURE USING SYSML
487 lack of consensus 0.1964 Framework for a digital twin in manufacturing: scope and requirements
488 this risk is counteracted and minimized 0.193 An Architectural Approach for Service Value Creation with the Digital Twin
489 health/condition of the asset and flag any anomalous events 0.1889 Real-Time Cleaning of Time-Series Data for a Floating System Digital Twin
490 focal strengths of different software independently 0.1878 Digital Twin Development of HexaFloat, a 6DoF PKM for HIL Tests
491 Sensors and actuators have become more affordable and available 0.1876 C2PS: A Digital Twin Architecture Reference Model for the Cloud-Based Cyber-Physical Systems
492 constant interaction and data exchange with a real object 0.1874 Review of modern software complexes and digital twin concept for forecasting emergency situations in oil and gas industry
493 ease the fast interconnection across the organization 0.1825 A Digital Twin Proof of Concept to Support Machine Prognostics with Low Availability of Run-To-Failure Data
494 variables of the objective functions and the complexity of the existing system 0.1802 A Reconfigurable Modeling Approach for Digital Twin-based Manufacturing System
495 improving the energy efficiency 0.1795 Digital Twin for Energy Optimization in an SMT-PCB Assembly Line
496 incomplete information is not enough to modeling a virtual machining process 0.1788 Digital Twin for NC Machining Using Complete Process Information Expressed by STEP-NC Standard
497 increased flexibility and productivity 0.1765 Digital Twin-Based Smart Manufacturing System for Project-Based Organizations: A Conceptual Framework
498 lower oil prices 0.1711 Digital Twin of Subsea Pipelines: Conceptual Design Integrating IoT, Machine Learning and Data Analytics
499 current approaches to the implementation of digital twins lack of a conceptual basis 0.1704 Shaping the digital twin for design and production engineering
500 worsening of the patient’s state 0.1702 «Digital Twin» technology in medical information systems
501 environment 0.1695 Review on the Application of Industry 4.0 Digital Twin Technology to the Quality Management
502 massive amount of data in the controller 0.1686 Intelligent Digital Twin-Based Software-Defined Vehicular Networks
503 Their application is not limited only to objects 0.1683 An architectural approach to process control of gas compressor stations with a low temperature separation gas preparation unit based on a digital twin
504 remanufacturing enterprises add big data analysis layer for efficiently sustainable production 0.1669 Big data driven Hierarchical Digital Twin Predictive Remanufacturing paradigm: Architecture, control mechanism, application scenario and benefits
505 extreme environmental conditions and electromagnetic interferences 0.163 Optimal Location of a Fiber-Optic-based sensing net for SHM applications using a digital twin
506 integrity management tasks 0.1623 Developing a Digital Twin for Floating Production Systems Integrity Management
507 directions 0.1599 Creating a Digital Twin to the Online Promotion Process for Small Businesses
508 machine reliability and availability 0.155 A machine state-based Digital Twin development methodology
509 improving owner safety and satisfaction 0.1538 A Simulation-Based Digital Twin for Model-Driven Health Monitoring and Predictive Maintenance of an Automotive Braking System
510 ensuring safety and the possibility of losses of components and waste of material 0.1525 Ant Colony Optimization Algorithm for Industrial Robot Programming in a Digital Twin
511 without knowledge about programming 0.1516 Digital Twin Data Modeling with AutomationML and a Communication Methodology for Data Exchange
512 scheduling and resource allocation, and predictive maintenance 0.1509 Integrating the Digital Twin of a Shop Floor Conveyor in the Manufacturing Control System
513 save time and energy 0.1485 Digital Twin Approach for Solving Reconfiguration Planning Problems in RMS
514 confusion could be found 0.1456 Immersive Applications of Industrial Digital Twins
515 system topologies and network parameters are unreliable or even totally unavailable 0.1424 Preliminary Exploration on Digital Twin for Power Systems: Challenges, Framework, and Applications
516 possible impact of the breakpoint on further steps in the scenario 0.14 Human Digital Twin: Enabling Human-Multi Smart Machines Collaboration
517 noise 0.1316 Improving Prediction Capability of Quadcopter Through Digital Twin
518 lacks exhaustive research work on a system-level approach 0.1315 A Methodology for the Experimental Validation of an Aircraft ECS Digital Twin Targeting System Level Diagnostics
519 minimizes the normalized energy consumption 0.131 Deep Learning for Hybrid 5G Services in Mobile Edge Computing Systems: Learn From a Digital Twin
520 enhanced usability 0.1309 Digital twin technology – An approach for Industrie 4.0 vertical and horizontal lifecycle integration
521 Why Robots do not matter 0.1291 Why Robots do not matter! Using Digital Twin and Augmented Learning for Continuous Improvement in the context of Manufacturing
522 keeping flexibility and reducing cost 0.129 A data- and knowledge-driven framework for digital twin manufacturing cell
523 aerodynamic performance and machinability in the process of geometric optimization 0.1272 Digital-twin-driven geometric optimization of centrifugal impeller with free-form blades for five-axis flank milling
524 could have a heterogeneous systems 0.1255 Data-centric middleware based digital twin platform for dependable cyber-physical systems
525 sustainability-based lifecycle management for railway turnout systems 0.1224 Digital twin aided sustainability-based lifecycle management for railway turnout systems
526 The limitations of these parameters restrict the available range for drone parameters 0.1177 Optimization-driven product development to support digital twin creation on the small UAV case study
527 keeping crop yield at normal criteria and decreasing water waste 0.1156 A digital twin for smart farming
528 stress states to which the panel is subjected 0.1088 Mona Lisa’s digital twin: identifying the mechanical properties of the panel combining experimental data and advanced finite-element modelling
529 safety and reliability 0.101 Modeling of Digital Twin Workshop Based on Perception Data
530 accessing to the internal buck converter is unnecessary 0.1007 Application of Digital Twin Concept in Condition Monitoring for DC-DC Converters
531 their capabilities 0.0992 A Unified Digital Twin Framework for Real-time Monitoring and Evaluation of Smart Manufacturing Systems
532 direct capability ontologies 0.0988 Micro Manufacturing Unit – Creating Digital Twin Objects with Common Engineering Software
533 plethora of existing solutions 0.0954 Classifying Digital Twins: A Three-Dimensional Conceptual Reference Model
534 improvement in companywide processes and systematic efficiency 0.095 Operation Procedures of a Work-Center-Level Digital Twin for Sustainable and Smart Manufacturing
535 avoid penalties based on his position, pulse, blood pressure 0.0945 Reliable Digital Twin for Connected Footballer
536 connection between virtual and reality, and the co-evolution with physical objects 0.0876 Digital Twin-based Smart Building Management and Control Framework
537 the equipment and staff in the station are managed centrally 0.0874 A Framework of Smart Railway Passenger Station Based on Digital Twin
538 maximum advantage of open source 0.0869 Dracena: Real-Time Digital Twin Platform
539 would not have a value adding impact on the system’s performance 0.0864 A Digital Twin based Service Oriented Application for a 4.0 Knowledge Navigation in the Smart Factory
540 vary significantly between the different companies 0.0819 Service Business Model Innovation: the digital twin technology
541 economic, social and environmental sustainability 0.0785 Digital twin for Advanced Service delivery systems: Opportunities and challenges
542 those inherent in the complex geological conditions of the East Siberia 0.0777 Digital Twin of the Seismogeological Object: Building and Application
543 analysis/decision making objectives 0.0775 A knowledge-based Digital Shadow for machining industry in a Digital Twin perspective
544 advanced visualization of their services 0.0751 Towards improving the future of manufacturing through digital twin and augmented reality technologies
545 quality defects 0.0678 Digital Twin concept for smart injection molding
546 Higher GPS sample rates 0.0645 Digital Twin Concept for Aircraft System Failure Detection and Correction
547 toxic release, explosion, and fire 0.0551 User acceptance of virtual reality technology for practicing digital twin-based crisis management
548 issues and work-arounds on the specific product unit 0.0523 Work in Progress: Enable Digital Thread and Digital Twin Learning Envi-ronment for Cybermanufacturing Education
549 powerful air ventilation equipment 0.0519 IoT-based Mine Ventilation Control System Architecture with Digital Twin
550 continuous readjustments 0.0474 A Digital Twin-based scheduling framework including Equipment Health Index and Genetic Algorithms
551 interaction and integration between the physical world and the information world 0.0468 Research on the Virtual Reality Synchronization of Workshop Digital Twin
552 multiple layers of different thermal conductivity materials 0.0332 A Review and Methodology Development for Remaining Useful Life Prediction of Offshore Fixed and Floating Wind turbine Power Converter with Digital Twin Technology Perspective
553 creep; shrinkage 0.03 Numerical Analysis of the Creep and Shrinkage Experienced in the Sydney Opera House and the Rise of Digital Twin as Future Monitoring Technology
554 Connectivity and integration in a wider IS 0.0259 CREATING THE DIGITAL TWIN WITH GENERAL PURPOSE SIMULATION MODELLING TOOLS