Edge Intelligence and Analytics for Internet of Things
eBook - ePub

Edge Intelligence and Analytics for Internet of Things

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

Edge Intelligence and Analytics for Internet of Things

About this book

Edge computing and intelligence is a new technical discipline that researches and develops theories, methods, technologies, and application systems for enabling fast and efficient processing and intelligent decision-making using the big data generated from the Internet of Things (IoT) system. The edge computing and intelligenceā€“enabled IoT system helps in alleviating the resource limitations of IoT devices and facilitates large-scale deployment of IoT systems for different applications such as smart cities, smart grids, smart homes, smart healthcare systems, smart video surveillance, and e-healthcare.

Due to the deployment of the IoT devices in the open environment and their interaction with other IoT devices through unstable and unreliable wireless channels, as well as the placement of edge nodes near IoT systems, IoT devices offer many chances for malicious attackers to compromise them through collusion attacks, denial-of-service attacks, and many other types of attacks. Analysis of the network traffic and IoT data at the edge nodes using the latest artificial intelligence techniques will address a number of issues, such as anomaly detection in IoT data, data poisoning attacks, and other security and privacy issues related to IoT systems. In this book, we will provide an overview of the fundamental concepts of edge computing, edge intelligence using advanced machine- and deep-learning models, the architecture of edge computingā€“based IoT systems, and edge computingā€“based cyber threat intelligence solutions for IoT systems.

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Yes, you can access Edge Intelligence and Analytics for Internet of Things by Govind P. Gupta,Brij B. Gupta,Kumkum Garg,Kwok Tai Chui in PDF and/or ePUB format, as well as other popular books in Computer Science & Architecture General. We have over one million books available in our catalogue for you to explore.

Information

Publisher
CRC Press
Year
2025
eBook ISBN
9781040434680
Topic
Computer Science
Subtopic
Architecture General
Index
Computer Science

Table of contents

  1. Cover
  2. Half Title
  3. Title
  4. Copyright
  5. Contents
  6. Preface
  7. About the editors
  8. List of contributors
  9. 1 Edge analytics methods and algorithms
  10. 2 Introduction to edge computing and IoT
  11. 3 Foundations of edge intelligence
  12. 4 Communication technologies for edge IoT
  13. 5 Advanced machine learning and artificial intelligence techniques at the edge
  14. 6 Blockchain-enabled edge intelligence for IoT
  15. 7 Smart systems powered by IoT with edge computing
  16. 8 Edge intelligenceā€“based social robotics: planning and its applications
  17. 9 Federated learningā€“based edge intelligence for IoT
  18. 10 Deep learningā€“based edge intelligence for IoT system
  19. 11 Hybrid deep learningā€“based edge intelligence and analytics
  20. 12 A multifaceted approach to security in edge IoT: threats, solutions, and future perspectives
  21. 13 Case study: developing edge intelligence in electric vehicles
  22. 14 Scalability and reliability issues for edge intelligence: challenges and future directions
  23. Index