Nonstationary Systems: Theory and Applications: Contributions to the 13th Workshop on Nonstationary Systems and Their Applications, February 3-5, 2020, Grodek nad Dunajcem, Poland

This book provides an overview of methods for analyzing nonstationary processes, focusing on cyclostationary systems, with theoretical contributions and applied works in condition monitoring.

Format: Paperback / softback
Length: 428 pages
Publication date: 23 July 2022
Publisher: Springer Nature Switzerland AG

This comprehensive book provides a thorough exploration of cutting-edge techniques for analyzing nonstationary processes, with a particular focus on cyclostationary systems, which are prevalent in diverse applications. Drawing from the 13th Workshop on Nonstationary Systems and Their Applications, held in Grodek nad Dunajcem, Poland, from February 3 to 5, 2020, the book seamlessly blends theoretical contributions detailing novel statistical and intelligent methods for dissecting nonstationary phenomena with practical applications showcasing how these methods can be effectively implemented in real-world scenarios. A substantial portion of the book is dedicated to showcasing the applications of nonstationary systems, with a special emphasis on their use in condition monitoring.

The book begins by introducing the fundamental concepts and theoretical foundations of nonstationary processes, providing a solid foundation for the subsequent chapters. It delves into various statistical methodologies, including time series analysis, autoregressive models, and nonlinear dynamics, which are essential tools for understanding and forecasting nonstationary data. The authors also introduce machine learning techniques, such as neural networks and deep learning, which have gained prominence in recent years for their ability to handle complex and nonstationary data.

In the applied works section, the book showcases real-world case studies where the proposed methods have been successfully implemented. These case studies cover a wide range of industries, including finance, telecommunications, energy, and healthcare, providing valuable insights into the practical applications of nonstationary analysis. The authors demonstrate how the proposed techniques can be used to identify patterns, predict trends, and make informed decisions, leading to improved performance and efficiency in various applications.

One of the key strengths of the book is its emphasis on nonstationary systems applications in condition monitoring. Condition monitoring is a critical aspect of many industrial processes, as it allows for early detection of potential failures and enables preventive maintenance. The book discusses various applications of nonstationary systems in condition monitoring, including vibration analysis, oil analysis, and wind turbine monitoring. It provides detailed examples of how nonstationary analysis can be used to identify abnormal behavior, predict maintenance needs, and optimize the performance of industrial systems.

Another notable feature of the book is its comprehensive coverage of nonstationary systems in various fields. It discusses nonstationary processes in finance, where they are used to analyze stock market data and predict financial trends. It also explores nonstationary systems in telecommunications, where they are used to analyze network traffic and optimize communication networks. Additionally, the book covers nonstationary systems in energy, where they are used to analyze power grid data and optimize energy production and distribution.

In conclusion, this book offers a comprehensive and up-to-date overview of current and recent methods for analyzing nonstationary processes, with a particular focus on cyclostationary systems. It blends theoretical contributions with practical applications, providing valuable insights into the practical uses of nonstationary analysis in diverse fields. Whether you are a researcher, practitioner, or student interested in nonstationary processes, this book is an essential resource for your library.

Weight: 670g
Dimension: 235 x 155 (mm)
ISBN-13: 9783030821098
Edition number: 1st ed. 2022