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Fundamentals of Machine Learning and Deep Learning Techniques in Wireless Communication

Dr. Spandana Velamarthi, Dr. V. Sudarshani Kataksham
Type: Print Book
Genre: Computers & Internet
Language: English
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Description

The rapid evolution of wireless communication systems, driven by the demand for high data rates, low latency, and massive connectivity, has exposed the limitations of traditional model-based design approaches. Machine learning (ML) and deep learning (DL) techniques have emerged as powerful tools to address these challenges by enabling data-driven, adaptive, and intelligent wireless networks. This paper presents a comprehensive overview of the application of ML and DL in wireless communication systems. Key areas of focus include channel estimation, signal detection, modulation classification, resource allocation, interference management, and network optimization. Various learning paradigms such as supervised learning, unsupervised learning, reinforcement learning, and deep neural networks are discussed in the context of physical layer and network layer applications. The advantages of ML/DL approaches, including improved performance, robustness to channel uncertainty, and reduced computational complexity in complex scenarios, are highlighted. Furthermore, the paper examines practical challenges such as training data requirements, model generalization, computational cost, and deployment in real-time systems. Recent advances and future research directions toward intelligent 5G and 6G wireless networks are also explored. Overall, this book demonstrates that machine learning and deep learning techniques play a critical role in shaping next-generation wireless communication systems.

About the Authors

Dr. Spandana Velamarthi
Dr. Spandana Velamarthi holds a Ph.D. in Electronics and Communication Engineering from Osmania University, Hyderabad. Presently she is serving at EMRC, Osmania University, Hyderabad, Telangana. She pursued her M.Tech degree through GATE score, with a specialization in Systems and Signal Processing from Jawaharlal Nehru Technological University (JNTU), Hyderabad. Her academic background reflects a strong foundation in Signal Processing and Communication Systems, and she continues to contribute to research and innovation in the field of Electronics and Communication Engineering. She has contributed to the field through multiple research publications in reputed Journals and Conferences. Her research interests include Digital Systems, Signal Processing, and Digital & Analog Communications. Beyond her academic pursuits, Dr. Spandana Velamarthi is also a creative enthusiast with a keen interest in photography, editing, and video production—blending technology with artistic expression to tell compelling visual stories.

Dr. V. Sudarshani kataksham
Dr. V. Sudarshani Kataksham is an accomplished academician with over 12 years of teaching experience in the field of Electronics and Communication Engineering. She is currently serving as an Associate Professor at Stanley College of Engineering and Technology for Women, Hyderabad. She was awarded Ph.D. from Acharya Nagarjuna University and has made significant contributions to research, particularly in the areas of Communications, Wireless Sensor Networks, and Microwave Engineering. Dr. Sudarshani has published several research papers in Scopus-Indexed Journals, Springer Publications and has presented her works at numerous National, International and IEEE Conferences. In recognition of her innovative works, she has also been granted a patent based on her research. Her dedication to academic excellence and research continues to inspire students and peers alike.

Book Details

ISBN: 9789347142918
Publisher: AgniLeaf
Number of Pages: 160
Dimensions: 6.93"x9.84"
Interior Pages: B&W
Binding: Paperback (Perfect Binding)
Availability: In Stock (Print on Demand)

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