Revolutionizing Network Management: The Journey to AI-native Autonomy
eBook - ePub

Revolutionizing Network Management: The Journey to AI-native Autonomy

  1. English
  2. ePUB (mobile friendly)
  3. Available on iOS & Android
eBook - ePub

Revolutionizing Network Management: The Journey to AI-native Autonomy

About this book

End-to-end automation in telecommunications is a challenging yet critical industry objective, representing collective vision for technology evolution in the coming years. Key enablers for achieving this include the expression and the translation of high-level business goals (e.g. intents) into actionable and impactful operations, the deployment and interaction between closed loops, real-time data management, the extraction of meaningful insights from data, ML-driven analytics and intelligence, and seamless orchestration and resource control. Automation processes must be transparent, reliable and robust.

This book provides a comprehensive insight into the automation journey. It explores the vision of zero-touch, AI-native network and service autonomy, examining the key trends, catalysts, and technological advancements shaping this paradigm shift. It provides a comprehensive analysis of critical aspects such as data and knowledge management, security and trust, native AI/ML management, intent-based automation, and human-to-machine as well as machine-to-machine interfaces. By delving into advanced concepts such as data-driven, AI-powered analytics, semantic and decision models, network digital twins, and the role of natural language processing and large language models, the book bridges theory and practical application. It highlights how these innovations leverage and maximize intent-driven and closed-loop automation, enabling seamless, intelligent, and autonomous networks. Additionally, it identifies key areas where further research is needed to address existing gaps and unlock the full potential of these technologies.

Ultimately, this book provides valuable insights, outlining the transformative potential of zero-touch, AI-native networks and paving the way for seamless, intelligent, and autonomous management of networks and services, driving innovation, efficiency, and new opportunities in the evolving digital landscape.

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Information

Year
2025
eBook ISBN
9781040814772

Table of contents

  1. Cover Page
  2. Half Title Page
  3. Title Page
  4. Copyright Page
  5. Contents
  6. Preface
  7. List of Figures
  8. List of Tables
  9. List of Abbreviations
  10. 1 Trends and Catalysts
  11. 2 Technology, Industry, and Standardization Landscape
  12. 3 Data and Knowledge Management
  13. 4 Security, Trust, and Integrity
  14. 5 Native AI/ML and the Related Management Aspects
  15. 6 Intent-based Network Management
  16. 7 Closed Loop Automation
  17. 8 Human–Machine Interactions and Interfaces
  18. 9 Intent Interface Evolution and the Role of Language Models
  19. 10 State Models
  20. 11 Semantic Models and Semantic Composition
  21. 12 Decision Models
  22. 13 Network Digital Twin
  23. 14 Summary and Outlook
  24. Index
  25. About the Authors

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Yes, you can access Revolutionizing Network Management: The Journey to AI-native Autonomy by Csaba Vulkán,Péter Szilágyi,Nurit Sprecher in PDF and/or ePUB format. We have over 1.5 million books available in our catalogue for you to explore.