Buch, Englisch, 400 Seiten, Format (B × H): 156 mm x 234 mm, Gewicht: 453 g
Fundamentals, Signal Processing, and Machine Learning Solutions
Buch, Englisch, 400 Seiten, Format (B × H): 156 mm x 234 mm, Gewicht: 453 g
ISBN: 978-1-032-52756-7
Verlag: Taylor & Francis Ltd
In this work from leading figures in the field, Lee, Lee, and Lin describe methods of integrated sensing and communication (ISAC) and artificial intelligence-aided radio systems to provide improved efficiency and performance to wireless users using next-generation (6G) communications systems.
The authors provide the tools to master four major considerations of 6G systems: knowledge of communication systems, knowledge of radar systems, understanding of ISAC systems, and machine learning–based enhancements. The book first provides the preliminary knowledge regarding communication and radar systems, including descriptions of system architecture and design concepts (such as wireless propagation, waveforms, MIMO signal processing, and multi-user scenarios) for entry-level readers. Throughout, the authors describe novel artificial intelligence-enabled approaches to aid the design of communication and radar systems. Furthermore, this book also describes the architecture and design concepts of ISAC systems and offers an in-depth discussion of the applications of machine learning to communication, radar, and ISAC systems. Readers will be able to use their comprehensive understanding of this field to enhance ISAC system performance or aid the deployment of ISAC systems in real-world scenarios to fulfil 6G visions.
This book is especially valuable for graduate and higher-level students, scholars, and engineers who want to step into the research areas of integrated sensing and communications and artificial intelligence-aided radio systems. Readers should have at least a Bachelor-level degree in engineering and have had some exposure to signals and systems, communication theory, and radar principles.
Zielgruppe
Postgraduate, Professional Reference, and Undergraduate Advanced
Autoren/Hrsg.
Fachgebiete
- Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz Maschinelles Lernen
- Mathematik | Informatik EDV | Informatik Daten / Datenbanken
- Technische Wissenschaften Elektronik | Nachrichtentechnik Nachrichten- und Kommunikationstechnik Radartechnik
- Technische Wissenschaften Elektronik | Nachrichtentechnik Nachrichten- und Kommunikationstechnik Drahtlostechnologie
- Technische Wissenschaften Energietechnik | Elektrotechnik Elektrotechnik
Weitere Infos & Material
1. Introduction I Wireless Communication Basics 2. Wireless Channels and signal models 3. OFDM principles 4. MIMO signal processing in communication systems 5. Interference management and multiple access in communication systems II Radar Sensing Basics 6. Waveform designs and basic signal processing in radar systems 7. MIMO signal processing in radar systems 8. Interference mitigation in radar systems III Integrated Sensing and Communication (ISAC) Systems 9. ISAC systems and architectures 10. ISAC transceiver design principles IV Learning-Based Enhancements 11. Machine learning techniques 12. DL-based signal processing in communication systems 13. DL-based interference mitigation in communication systems 14. DL-based signal processing in radar systems 15. DL-based interference mitigation in radar systems 16. DL-based signal processing in ISAC systems