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Machine Learning for Future Fiber-Optic Communication Systems

Specificaties
Paperback, blz. | Engels
Elsevier Science | 2022
ISBN13: 9780323852272
Rubricering
Elsevier Science e druk, 2022 9780323852272
€ 142,60
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Samenvatting

Machine Learning for Future Fiber-Optic Communication Systems provides a comprehensive and in-depth treatment of machine learning concepts and techniques applied to key areas within optical communications and networking, reflecting the state-of-the-art research and industrial practices. The book gives knowledge and insights into the role machine learning-based mechanisms will soon play in the future realization of intelligent optical network infrastructures that can manage and monitor themselves, diagnose and resolve problems, and provide intelligent and efficient services to the end users.

With up-to-date coverage and extensive treatment of various important topics related to machine learning for fiber-optic communication systems, this book is an invaluable reference for photonics researchers and engineers. It is also a very suitable text for graduate students interested in ML-based signal processing and networking.

Specificaties

ISBN13:9780323852272
Taal:Engels
Bindwijze:Paperback

Inhoudsopgave

1. Background introduction of ML techniques for optical communications <br>2. ML techniques for long-haul systems<br>3. ML techniques for IM/DD systems <br>4. ML techniques for passive optical networks<br>5. ML for end-to-end learning of complete fiber-optic communication system<br>6. ML methods for QoT estimation and optical performance monitoring<br>7. ML-based adaptive network resources allocation, control and management<br>8. ML-assisted cognitive network fault protection and management <br>9. ML for cross-layer optimizations and automated network operation in SDNs<br>10. ML for network security management, and attacks and intrusions detection <br>11. ML for low-margin optical networking<br>12. ML for quantum optical communication systems <br>13. ML for intelligent testing and measurement equipment<br>14. ML for design and optimization of photonic devices and sub-systems<br>15. ML for channel coding
€ 142,60
Levertijd ongeveer 9 werkdagen
Gratis verzonden

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        Machine Learning for Future Fiber-Optic Communication Systems