Edge Intelligence in Cyber-Physical Systems : Foundations and Applications (Intelligent Data-centric Systems)

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Edge Intelligence in Cyber-Physical Systems : Foundations and Applications (Intelligent Data-centric Systems)

Yu, Wei (EDT)

ウェブストア価格 ¥43,168（本体¥39,244）
Academic Press Inc（2025/06発売）
外貨定価 US$ 210.00
ポイント 392pt

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製本 Paperback:紙装版/ペーパーバック版／ページ数 488 p.
言語 ENG
商品コード 9780443265723

Full Description

Edge Intelligence in Cyber-Physical Systems: Foundations and Applications provides a comprehensive overview of best practices for building edge intelligence into cyber-physical systems. This book covers the foundations and applications of synergizing machine learning at the edge of CPS, leveraging an edge computing infrastructure. Divided into four parts, the first section of the book reviews the foundations, principles, and representative application domains of CPS. The second part covers machine learning, edge computing, and their needs in CPS, defining edge intelligence and its principles, challenges, and research directions. The third part presents tutorials and foundational research works on realizing edge intelligence in representative CPS. The fourth part explores the problem space of threats and countermeasures in building edge intelligence into CPS. Researchers, graduate students and professionals in computer science, data science, and electrical engineering will find this to be a valuable resource on the principles and applications of edge intelligence in cyber-physical systems as well as the development of interdisciplinary techniques to advance the field.

1. Introduction

Part I - CPS Foundation and Application
Introduction: Part I
2. CPS Foundation and Principle
3. Representative CPS Application Domains

Part II - When Machine Learning Meets Edge Computing: Edge Intelligence in CPS
Introduction: Part II
4. Machine Learning in CPS
5. Edge Computing in CPS
6. Edge Intelligence in CPS

Part III - Application of Edge Intelligence in CPS
Introduction: Part III
7. Edge Intelligence in Smart Energy CPS
8. Edge Intelligence in Smart Transportation CPS
9. Edge Intelligence in Smart Manufacturing CPS
10. Edge Intelligence in Smart Home CPS
11. Edge Intelligence in Smart Agriculture CPS

Part IV - Secured Edge Intelligence in CPS
Introduction: Part IV
12. Foundation of Secured Edge Intelligence in CPS
13. Secured Edge Intelligence in Smart Energy CPS
14. Secured Edge Intelligence in Smart Transportation CPS
15. Secured Edge Intelligence in Smart Manufacturing CPS
16. Secured Edge Intelligence in Smart Home CPS
17. Secured Edge Intelligence in Smart Agriculture CPS
18. Final Remarks