Computational Intelligence in Recent Communication Networks

This book focuses on the use of Artificial Intelligence and Machine Learning (AI/ML) based techniques to solve communication network-related issues, including signal detection, channel modeling, resource optimization, routing protocol design, and more. It features solutions from a wide range of authors, including researchers, students, and industrials.

Format: Paperback / softback
Length: 273 pages
Publication date: 23 February 2023
Publisher: Springer Nature Switzerland AG

This comprehensive book delves into the realm of Artificial Intelligence and Machine Learning (AI/ML) based techniques, offering a comprehensive exploration of their applications in communication networks. It begins by providing an introduction to the latest trends and advancements in communication networks, setting the stage for the subsequent chapters. The authors then delve into the theoretical foundations of AI/ML, encompassing concepts such as neural networks, deep learning, and reinforcement learning.

The book proceeds to present a detailed overview of the techniques and protocols employed in various layers of communication networks, including the physical layer, data link layer, network layer, and transport layer. By employing AI/ML algorithms, it becomes possible to analyze complex patterns in user data, enabling organizations to enhance productivity and optimize their operations.

Throughout the book, practical AI/ML-based solutions are presented for a wide range of topics, including signal detection, channel modeling, resource optimization, routing protocol design, transport layer optimization, user/application behavior prediction, software-defined networking, congestion control, communication network optimization, security, and anomaly detection. Chapters authored by a diverse group of experts, including researchers, students, and industry professionals, contribute to the richness and depth of the content.

This book serves as a valuable resource for both researchers and practitioners seeking to leverage the power of AI/ML in the realm of communication networks. It provides a comprehensive roadmap for understanding and implementing AI/ML-based solutions, enabling organizations to stay ahead of the curve and reap the benefits of this rapidly evolving technology.

Weight: 444g
Dimension: 235 x 155 (mm)
ISBN-13: 9783030771874
Edition number: 1st ed. 2022