eBook - Foundations of Semantic Communication Networks
Available Exclusively as an eBook | Part of the AI eBook Collection | Only for Institutional Purchase | Publication Year: 2025
Description
This advanced reference provides an in-depth treatment of semantic communication networks, presenting foundational theories and mathematical frameworks essential for next-generation connectivity. It explores how semantic information processing, joint source–channel coding, and intelligent resource management can enhance network performance and efficiency, particularly in 6G and beyond systems. The book integrates interdisciplinary perspectives on AI-enhanced communication, secure and privacy-preserving systems, and heterogeneous network interoperability. With rigorous analysis and case studies, it serves as a comprehensive guide for graduate students, researchers, and engineers engaged in wireless communications and intelligent network design.
Table of Contents
Table of Contents
About the Editors
List of Contributors
Preface
Acknowledgment
Acronyms
1 Introduction to Semantic Communications
2 Semantic Compression and Communication: Fundamentals and Methodologies
3 Toward a Theory of Semantic Information
4 Deep Joint Source and Channel Coding
5 When Information Is a Function of Data – Some Information Theoretic Perspectives on Semantic Communications
6 Interoperability and Coexistence of 6G Semantic, Goal-Oriented, and Legacy Systems
Part II Semantic Communications Networking
7 Optimization of Image Transmission in a Cooperative Semantic Communication Networks
8 Multiple Access Design for Joint Semantic and Classical Communications
9 Contextual Reasoning-based Semantics-Native Communication
10 Interoperable Semantic Communication
Part III Machine Reasoning for Ai-native Semantic Communication Networks
11 Causal Reasoning Foundations of Semantic Communication Systems
12 Reinforcement Learning-Based Unicast and Broadcast Wireless Semantic Communications
13 Imitation Learning-based Implicit Semantic-aware Communication Networks
14 Semantic and Goal-Oriented Communication: A Data Valuation Perspective
Part IV Security of Semantic Networks
15 Securing Semantic Communications Against Adversarial Attacks
16 Encrypted Semantic Communications for Privacy Preserving
Bibliography
Appendix A
Index