Broadband communications, computing, and control for ubiquitous intelligence
by Cai, Lin Mark, Brian L., (Brian Lai-bue) Pan, Jianping
This book reports on the latest advances from both industry and academia on ubiquitous intelligence and how it is enabled by 5G/6G communication technologies. The authors cover network protocol and architecture design, machine learning and artificial intelligence, coordinated control and digital twins technologies, and security and privacy enhancement for ubiquitous intelligence. The authors include recent studies of performance analysis and enhancement of the Internet of Things, cyber-physical…
Read More ↓Title Statements
- Full title :Broadband communications, computing, and control for ubiquitous intelligence / Lin Cai, Brian L. Mark, Jianping Pan, editors.
Summary
This book reports on the latest advances from both industry and academia on ubiquitous intelligence and how it is enabled by 5G/6G communication technologies. The authors cover network protocol and architecture design, machine learning and artificial intelligence, coordinated control and digital twins technologies, and security and privacy enhancement for ubiquitous intelligence. The authors include recent studies of performance analysis and enhancement of the Internet of Things, cyber-physical systems, edge computing, and cyber twins, all of which provide importance guidance and theoretical tools for developing future ubiquitous intelligence. The content of the book will be of interest to students, educators, and researchers in academia, industry, and research laboratories. Provides comprehensive coverage of enabling communications, computing, and control technologies for ubiquitous intelligence; Presents a novel paradigm of ubiquitous intelligence powered by broadband communications, computing, and control; Includes a review of 5G/6G communication technologies, network protocol and architecture design, and ubiquitous computing.
Read More ↓Edition Statements
- Publication Date:©2022
Publication Statements
- Publisher(s):Springer
- Place of Publication:Cham
- Language:eng
- Publication Date:©2022
Notes
Includes index.
The Physical Object
- Description:1 online resource (xiii, 352 pages) : : illustrations (chiefly color).
Edition Identifiers
- ISBN:9783030980641, 3030980642
- DOI:10.1007/978-3-030-98064-1
- oclc:on1340947085
- LC Classification:TK5103.4
- Dewey Decimal:621.382
Table of Contents
Intro -- Preface -- Contents -- Contributors -- 1 Tribute to Professor Jon W. Mark -- Personal Stories -- Greeting Messages from Alumni -- Part I Broadband Communications for Ubiquitous Connectivity -- 2 Network Slicing for 5G Networks and Beyond -- 2.1 Introduction to 5G Communication Networks -- 2.2 Network Slicing -- 2.2.1 Network Slicing in 5G Wireless Networks -- 2.2.1.1 Dynamic Radio Resource Slicing Framework -- 2.2.2 Network Slicing in 5G Core Networks -- 2.2.2.1 Joint Computing and Transmission Resource Slicing -- 2.2.3 AI-Assisted Network Slicing in Beyond 5G Networks
2.2.3.1 Beyond 5G Networks -- 2.2.3.2 AI-Assisted Network Slicing -- 2.3 Case Study -- 2.4 Conclusion -- References -- 3 Responsive Regulation of Dynamic UAV Communication Networks Based on Deep Reinforcement Learning -- 3.1 Introduction -- 3.2 Related Works -- 3.3 System Model and Problem Formulation -- 3.3.1 Network Environment -- 3.3.2 Spectrum Access -- 3.3.3 Energy-Related Considerations -- 3.3.4 Problem Formulation -- 3.4 Preliminaries -- 3.5 Learning Algorithm Design for Proactive Self-Regulation Strategy -- 3.5.1 State Space -- 3.5.1.1 Case of UAV Quit -- 3.5.1.2 Case of UAV Join-In
3.5.2 Action D…
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