Demonstration of question answering and summarization carried out with HoliMoLiRev based on publications of the Digital Twin domain.
Top 10 by score:
| answer | score | title | |
|---|---|---|---|
| 0 | composability and augmentation | 0.9417 | Digital Twin in the IoT context: a survey on technical features, scenarios and architectural models |
| 1 | low computational complexity and relative high accuracy | 0.9405 | Optimized throughput improvement of assembly flow line with digital twin online analytics |
| 2 | cost reduction, efficiency, and time reduction | 0.9351 | The logistics network digital twin in view of concept of the non-destructive quality control methods |
| 3 | machine learning methods | 0.9323 | Development of digital twin of CNC unit based on machine learning methods. |
| 4 | healthcare and well-being | 0.931 | Cardio Twin: A Digital Twin of the human heart running on the edge |
| 5 | asset integrity monitoring, project planning, and life cycle management | 0.9263 | Digital Twin for the Oil and Gas Industry: Overview, Research Trends, Opportunities, and Challenges |
| 6 | vertical and horizontal integration | 0.924 | A six-layer architecture for the digital twin: a manufacturing case study implementation |
| 7 | faster prototyping, algorithm design and AI-based augmented engineering | 0.9227 | AI-Augmented Multi Function Radar Engineering with Digital Twin: Towards Proactivity |
| 8 | efficient data queries, integrated data processing and interpretation capacities | 0.9172 | Mobile Mapping, Machine Learning and Digital Twin for Road Infrastructure Monitoring and Maintenance: Case Study of Mohammed VI Bridge in Morocco |
| 9 | Clarity and transparency | 0.9164 | DIGITAL TWIN, VIRTUAL REALITY AND SPACE SYNTAX: CIVIC ENGAGEMENT AND DECISION SUPPORT FOR SMART, SUSTAINABLE CITIES. |
Top 10 by score:
| answer | score | title | |
|---|---|---|---|
| 0 | Diagnostics, Optimisation and Prediction | 0.991 | Digital Twin Applications: Diagnostics, Optimisation and Prediction |
| 1 | manufacturing | 0.9789 | Work in Progress: Enable Digital Thread and Digital Twin Learning Envi-ronment for Cybermanufacturing Education |
| 2 | production system optimization | 0.9722 | The Digital Twin: Realizing the Cyber-Physical Production System for Industry 4.0 |
| 3 | asset integrity monitoring, project planning, and life cycle management | 0.972 | Digital Twin for the Oil and Gas Industry: Overview, Research Trends, Opportunities, and Challenges |
| 4 | simulation methods | 0.9712 | Implementation of an IoT- and Cloud-based Digital Twin for Real-Time Decision Support in Port Operations |
| 5 | distributed energy sources | 0.9684 | DIGITAL TWIN OF DISTRIBUTED ENERGY DEVICES |
| 6 | aerospace, manufacturing and robotics | 0.9682 | A review on simulation in digital twin for aerospace, manufacturing and robotics |
| 7 | virtual reality mapping and interaction fusion | 0.9677 | Digital-Twin-Based Job Shop Scheduling Toward Smart Manufacturing |
| 8 | machine learning methods | 0.9672 | Development of digital twin of CNC unit based on machine learning methods. |
| 9 | Values, Challenges and Enablers | 0.964 | Digital Twin: Values, Challenges and Enablers From a Modeling Perspective |
Top 10 by score:
| answer | score | title | |
|---|---|---|---|
| 0 | scalability, privacy, security and a total dearth of censorship | 0.9605 | Digital Twin: Values, Challenges and Enablers |
| 1 | low computational complexity and relative high accuracy | 0.9454 | Optimized throughput improvement of assembly flow line with digital twin online analytics |
| 2 | productivity, quality, reproducibility, and sustainability | 0.9372 | Digital Twin: Values, Challenges and Enablers From a Modeling Perspective |
| 3 | software compatibility and ensuring that the measurement data are up to date | 0.9371 | Application of a Hybrid Digital Twin Concept for Factory Layout Planning |
| 4 | healthcare and well-being | 0.9324 | Cardio Twin: A Digital Twin of the human heart running on the edge |
| 5 | current data (and service) integration problems | 0.9318 | SEDIT: Semantic Digital Twin Based on Industrial IoT Data Management and Knowledge Graphs |
| 6 | rising global carbon dioxide emissions | 0.9244 | Evaluation of Industry 4.0 Data formats for Digital Twin of Optical Components |
| 7 | realtime communication technology, reliable data analysis, and large data storage | 0.9227 | Conceptual digital twin modeling based on an integrated five-dimensional framework and TRIZ function model |
| 8 | Data security concerns and secure data encryption | 0.9205 | Exploring the blue skies potential of digital twin technology for a polar supply and research vessel |
| 9 | fault diagnosis and prognosis | 0.9204 | Digital Twin for Machining Tool Condition Prediction |
Top 10 by score:
| answer | score | title | |
|---|---|---|---|
| 0 | Diagnostics, Optimisation and Prediction | 0.9881 | Digital Twin Applications: Diagnostics, Optimisation and Prediction |
| 1 | purity, radioactivity | 0.9787 | Embedded Digital Twin for ARTI-Type Control of Semi-continuous Production Processes |
| 2 | autonomy, fully automation and proactivity | 0.9767 | A digital twin to train deep reinforcement learning agent for smart manufacturing plants: Environment, interfaces and intelligence |
| 3 | composability and augmentation | 0.9756 | Digital Twin in the IoT context: a survey on technical features, scenarios and architectural models |
| 4 | abilities, smart services and evolution | 0.9681 | Towards a semantic Construction Digital Twin: Directions for future research |
| 5 | Values, Challenges and Enablers | 0.9671 | Digital Twin: Values, Challenges and Enablers From a Modeling Perspective |
| 6 | low computational complexity | 0.9662 | Digital twin-driven joint optimisation of packing and storage assignment in large-scale automated high-rise warehouse product-service system |
| 7 | virtual reality mapping and interaction fusion | 0.9653 | Digital-Twin-Based Job Shop Scheduling Toward Smart Manufacturing |
| 8 | low computational complexity and relative high accuracy | 0.9551 | Optimized throughput improvement of assembly flow line with digital twin online analytics |
| 9 | identity, representation, state, behavior and context | 0.9521 | On Risk of Digital Twin Implementation in Marine Industry: Learning from Aviation Industry |
Top 10 by score:
| answer | score | title | |
|---|---|---|---|
| 0 | Index Terms | 0.9924 | Pervasive Computing Integrated Discrete Event Simulation for a Hospital Digital Twin |
| 1 | biomechanical model | 0.9722 | A semi-active human digital twin model for detecting severity of carotid stenoses from head vibration—A coupled computational mechanics and computer vision method |
| 2 | Demonstrator | 0.9672 | Man, machine and work in a digital twin setup: a case study |
| 3 | Intelligent manufacturing | 0.9596 | Knowledge-driven digital twin manufacturing cell towards intelligent manufacturing |
| 4 | digital replicas | 0.9551 | Data-driven Digital Twin approach for process optimization: an industry use case |
| 5 | Multi-agent Software Architectures | 0.9534 | Digital Twin in the IoT context: a survey on technical features, scenarios and architectural models |
| 6 | Hydraulics | 0.952 | Using an Advanced Digital Twin to Improve Downhole Pressure Control |
| 7 | simulation model | 0.9516 | The role of the Industry 4.0 asset administration shell and the digital twin during the life cycle of a plant |
| 8 | The Replica | 0.9496 | Digital Twin: Enabling Technologies, Challenges and Open Research |
| 9 | service value creation | 0.9495 | SERVICE VALUE CREATION USING A DIGITAL TWIN |
Top 10 by score:
| answer | score | title | |
|---|---|---|---|
| 0 | α,R,K, and C | 0.983 | Digital Twin Enabled Smart Control Engineering as an Industrial AI: A New Framework and A Case Study |
| 1 | natural interfaces | 0.9821 | Stages of Design of Digital Twin for Local Enterprise |
| 2 | technology, effect, and application | 0.9671 | Revolution on digital twin technology—a patent research approach |
| 3 | virtual reality mapping and interaction fusion | 0.9663 | Digital-Twin-Based Job Shop Scheduling Toward Smart Manufacturing |
| 4 | Sensors and actuators | 0.9647 | Digital twin-driven product design framework |
| 5 | digital replicas | 0.9597 | Data-driven Digital Twin approach for process optimization: an industry use case |
| 6 | time and level of detail | 0.9594 | Integrating the Digital Twin of the manufacturing system into a decision support system for improving the order management process |
| 7 | three in space and one in time | 0.9586 | Digital Twin: Values, Challenges and Enablers |
| 8 | contact and contactless | 0.9571 | Digital Twin of Experimental Workplace for Quality Control with Cloud Platform Support |
| 9 | Geometry Model, Behaviour Model and Context Model | 0.9421 | Digital twin modeling method based on biomimicry for machining aerospace components |
Top 10 by score:
| 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 |
Top 10 by score:
| 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 |
Top 10 by score:
| answer | score | title | |
|---|---|---|---|
| 0 | Diagnostics, Optimisation and Prediction | 0.9967 | Digital Twin Applications: Diagnostics, Optimisation and Prediction |
| 1 | data curation | 0.9857 | Digital Twin of Experimental Smart Manufacturing Assembly System for Industry 4.0 Concept |
| 2 | product individuation | 0.9791 | Digital twin-based designing of the configuration, motion, control, and optimization model of a flow-type smart manufacturing system |
| 3 | big data analytics | 0.9752 | Visualisation of the Digital Twin data in manufacturing by using Augmented Reality |
| 4 | real time optimization | 0.9696 | Inspection Data to Support a Digital Twin for Geometry Assurance |
| 5 | security, integrity and accountability | 0.9543 | A Visionary Model on Blockchain-based Accountability for Secure and Collaborative Digital Twin Environments |
| 6 | Acquisition and Sustainment of warfighting capabilities | 0.9528 | The US Air Force Digital Thread/Digital Twin - Life Cycle Integration and Use of Computational and Experimental Knowledge |
| 7 | parts, operators, capital equipment, and consumables | 0.9515 | Part data integration in the Shop Floor Digital Twin: Mobile and cloud technologies to enable a manufacturing execution system |
| 8 | health and well-being | 0.9509 | An ISO/IEEE 11073 Standardized Digital Twin Framework for Health and Well-Being in Smart Cities |
| 9 | information regarding the material availability | 0.9506 | Integrating the Digital Twin of the manufacturing system into a decision support system for improving the order management process |
Based on complete Paper.
the purpose of work is creation of a digital twin of the existing laboratory installation. key parameters of work of a column are registered by means of sensors installed in a column. the mathematical model offered for use will be created in a Matlab/Simulink package. it is possible to judge reliability of the digital twin in process of coincidence of data of his work with the schedule of real work of a column.
Abstract: This paper describes a research whose aim was to prototype a Digital Twin (DT) which meets the logistic behavior of a new family of automated guided vehicles (AGVs), based on the Cyber-Physical System (CPS) paradigm. The research consists of two steps. First, the implementation of CPS logic on an existing micro-controlled rover is examined; then, a traditional discrete event simulation (DES) software is used to simulate different environment application for the DT, including some modifications that allow identifying the most suitable solutions for the research aim. The specific design process has limited the stochastic variability of the simulated system to the mechanical component of the CPS-AGV. This because of the absolute identity of the logistic logic, operating both in the code used by the CPS-AGV micro-controller and in the code of simulating the system. The results show that the combined CPS-DT architecture allows a strategic optimization of the plant resources in Industry 4.0 configuration. To this end, different policy have been implemented to optimize the autoadaptive behavior of CPS-AGV, and each one of them has proven to be effective in a specific scenario. Outcomes of this study provide an industrial justification to the design and managing costs of Digital Twin implementation in an Industry 4.0 production system.