Digital Twins in Manufacturing : Concepts and Methods

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Digital Twins in Manufacturing : Concepts and Methods

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  • 製本 Paperback:紙装版/ペーパーバック版/ページ数 450 p.
  • 言語 ENG
  • 商品コード 9780443444982

Full Description

Digital Twins in Manufacturing: Concepts and Methods explores digital twin technologies, providing innovative perspectives and practical insights that transcend traditional coverage. The book addresses the complexities of understanding and applying digital twin concepts in manufacturing environments where professionals often struggle to bridge the gap between physical and virtual systems. Sections cover critical areas such as the systems components of digital twins, foundational definitions, modeling and simulation techniques, data integration, and the role of AI and machine learning. Readers will also gain insights into communication technologies, interoperability, security considerations, and the development lifecycle of digital twins.

Each chapter is designed to equip professionals with the knowledge needed to effectively replicate and monitor real-world assets, ultimately enhancing operational efficiency and driving innovation. This is an invaluable asset for engineers, data scientists, IT professionals, and researchers in manufacturing and industrial engineering.

Contents

1. Systems Components of Digital Twins
2. Foundations of Digital Twins: Definitions and Core Concepts
3. Modeling and Simulation for Digital Twins
4. Data Integration and Management for Digital Twins
5. Communication Technologies and Connection Architectures for Digital Twins
6. AI and Machine Learning in Digital Twin Systems
7. Cyber-Physical Systems and Digital Twin Architectures
8. Interoperability in Digital Twin Platforms
9. Standards and Protocols for Digital Twins
10. Digital Twins in IoT and Edge Computing
11. Security and Privacy Considerations in Digital Twins
12. Scalability Challenges in Digital Twin Implementations
13. Real-Time Data Processing for Digital Twins
14. Human-Machine Interaction in Digital Twin Environments
15. Digital Twin Methodologies for Process Optimization
16. Digital Twin Development Life Cycle: From Design to Deployment
17. Future Trends in Digital Twin Concepts and Methods

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