Restless Multi-Armed Bandit in Opportunistic Scheduling

This book provides foundations for the understanding and design of computation-efficient algorithms and protocols for wireless communication systems, addressing fundamental and practical problems. It is targeted at researchers and advanced-level engineering students interested in stochastic scheduling and its applications.

Format: Paperback / softback
Length: 151 pages
Publication date: 21 May 2022
Publisher: Springer Nature Switzerland AG

This comprehensive book offers a solid foundation for comprehending and designing computation-efficient algorithms and protocols for interactions with the environment, particularly in wireless communication systems. It provides a systematic approach to developing algorithms and tools that optimize performance in stochastic scheduling, a crucial domain for modern computing. The problems addressed in this text are of fundamental and practical significance, making it an invaluable resource for researchers and advanced-level engineering students seeking to delve into the intricacies of this field. With its focus on both theoretical foundations and practical applications, the book caters to the interests of scholars and practitioners alike, offering in-depth knowledge on stochastic scheduling and its diverse applications, from a theoretical and engineering perspective.

The book delves into the theoretical foundations and algorithmic tools required for designing computation-efficient algorithms and protocols in stochastic scheduling. It addresses a range of problems that are of both fundamental and practical importance, making it a valuable resource for researchers and advanced-level engineering students.

The book is targeted at researchers and advanced-level engineering students who are interested in acquiring in-depth knowledge on the topic of stochastic scheduling and its applications, both from a theoretical and engineering perspective. It provides a comprehensive treatment of the subject matter, covering key concepts, algorithms, and techniques that are essential for developing efficient and effective solutions in this field.

One of the key strengths of the book is its systematic approach to developing algorithms and tools. It begins by introducing the necessary theoretical background, including probability theory, Markov chains, and optimization techniques. From there, it proceeds to discuss various algorithms and protocols for stochastic scheduling, such as priority scheduling, dynamic programming, and genetic algorithms.

Each algorithm is explained in detail, with examples and illustrations to help readers understand how they work and how they can be applied to real-world problems. The book also includes case studies and practical examples to demonstrate the effectiveness of the proposed algorithms and protocols in various applications, such as wireless communication systems, energy management, and traffic control.

In conclusion, this book provides a comprehensive and up-to-date treatment of the theoretical foundation and algorithmic tools necessary for designing computation-efficient algorithms and protocols in stochastic scheduling. It is an invaluable resource for researchers and advanced-level engineering students interested in this field, and it will also be useful for practitioners seeking to improve the performance of their systems and processes.

Weight: 261g
Dimension: 235 x 155 (mm)
ISBN-13: 9783030699611
Edition number: 1st ed. 2021