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Full Description
This textbook provides a comprehensive, step-by-step guide to Semantic Communications, focusing on how deep learning enhances its performance in modern communication systems. The purpose of the book is to offer students, researchers, and engineers a solid understanding of the theoretical principles and practical applications of semantic communication. The text builds from foundational concepts to advanced topics, making it suitable for graduate-level courses and beyond, while also serving as a reference for professionals looking to incorporate semantic communication into real-world systems. By moving beyond conventional data transmission to focus on meaning and intent, this textbook highlights how AI and deep learning are revolutionizing joint source-channel coding, bandwidth optimization, and task-oriented communications. With a strong emphasis on 6G and next-generation networks, this book offers a comprehensive guide to the theoretical foundations and practical applications of semantic communication, making it an essential resource for researchers, students, and professionals shaping the future of AI-driven telecommunications. The book features discussion questions, MATLAB or Python code for experiments and simulations related to semantic communication systems, PowerPoint slides for instructors, and a solutions manual.
Combines theoretical principles with practical implementations of semantic communication systems;
Addresses the foundational concepts and the hands-on application of deep learning to improve communication efficiency;
Features discussion questions, MATLAB code for experiments, PowerPoint slides for instructors, and a solutions manual.
Contents
Introduction.- Part I From Conventional Communications to Semantic Communications.- Development of Wireless Communications.- Introduction of Semantic Communications.- Key Components in Semantic Communications.- Part II Joint Coding for Semantic Communications.- Joint Source and Channel Coding.- Joint Semantic Channel Coding.- Channel Adaptive Semantic Communications.- Bandwidth Adaptive Semantic Communications.- Joint Semantic-Channel Coding with Privacy Preservation.- Task-Oriented Semantic Communications.- Part III Compatibility with Conventional Communication Systems.- Semantic-Aware Source Coding.- Waveform Optimization for Semantic Communications in OFDM System.- Semantic Communications with Multi-Antenna System.- Part IV Applications of Semantic Communications.- Applications of Semantic Communications.- Conclusion.
