Overview
- Reports on new algorithms for nonstationary systems analysis
- Describes applications of nonstationary systems in condition monitoring
- Covers interdisciplinary research between statistics, signal processing and engineering
Part of the book series: Applied Condition Monitoring (ACM, volume 18)
Included in the following conference series:
Conference proceedings info: WNSTA 2021.
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Table of contents (22 papers)
Other volumes
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Nonstationary Systems: Theory and Applications
Keywords
- Cyclo-Non-Stationary Signals
- Non-Linear Dynamic Behavior
- Non-Gaussian Models
- Nonstationary Models
- Alternative Dependence Measures
- Spectral Resampling
- Machine Learning for Condition Monitoring
- Vibration Signal Analysis
- Simulation of Rotors Dynamics
- Optimization of Vibrating Machines
- Health monitoring of nonstationary Structures
- Model-Based Fault Diagnosis
- Fault Detection with Nonstationary Signals
- Monte Carlo Simulation
- Condition Monitoring of Bearings
- Automatic Fault Detection
- Nonstationary Vibration Data
- Periodically-correlated Processes
About this book
This book offers an overview of current and recent methods for the analysis of the nonstationary processes, focusing on cyclostationary systems that are ubiquitous in various application fields. Based on the 13th Workshop on Nonstationary Systems and Their Applications, held on February 3-5, 2020, in Grodek nad Dunajcem, Poland, the book merges theoretical contributions describing new statistical and intelligent methods for analyzing nonstationary processes, and applied works showing how the proposed methods can be implemented in practice and do perform in real-world case studies. A significant part of the book is dedicated to nonstationary systems applications, with a special emphasis on those in condition monitoring.
Editors and Affiliations
Bibliographic Information
Book Title: Nonstationary Systems: Theory and Applications
Book Subtitle: Contributions to the 13th Workshop on Nonstationary Systems and Their Applications, February 3-5, 2020, Grodek nad Dunajcem, Poland
Editors: Fakher Chaari, Jacek Leskow, Agnieszka Wylomanska, Radoslaw Zimroz, Antonio Napolitano
Series Title: Applied Condition Monitoring
DOI: https://doi.org/10.1007/978-3-030-82110-4
Publisher: Springer Cham
eBook Packages: Engineering, Engineering (R0)
Copyright Information: The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG 2022
Hardcover ISBN: 978-3-030-82191-3Published: 22 July 2021
Softcover ISBN: 978-3-030-82109-8Published: 23 July 2022
eBook ISBN: 978-3-030-82110-4Published: 21 July 2021
Series ISSN: 2363-698X
Series E-ISSN: 2363-6998
Edition Number: 1
Number of Pages: XI, 428
Number of Illustrations: 32 b/w illustrations, 164 illustrations in colour
Topics: Complexity, Signal, Image and Speech Processing, Control and Systems Theory, Machinery and Machine Elements