书目名称 | Process Monitoring and Fault Diagnosis Based on Multivariable Statistical Analysis | 编辑 | Xiangyu Kong,Jiayu Luo,Xiaowei Feng | 视频video | | 概述 | Focuses on the quality-related process monitoring of different situations, with MSPC-based models such as PCA, PLS.Reviews the basic model and derives novel method with detailed steps.Provides detaile | 丛书名称 | Engineering Applications of Computational Methods | 图书封面 |  | 描述 | This book reports the developments of the Total Least Square (TLS) algorithms for parameter estimation and adaptive filtering. Specifically, this book introduces the authors’ latest achievements in the past 20 years, including the recursive TLS algorithms, the approximate inverse power iteration TLS algorithm, the neural based MCA algorithm, the neural based SVD algorithm, the neural based TLS algorithm, the TLS algorithms under non-Gaussian noises, performance analysis methods of TLS algorithms, etc. In order to faster the understanding and mastering of the new methods provided by this book for readers, before presenting each new method in each chapter, a specialized section is provided to review the closely related several basis models. Throughout the book, large of procedure of new methods are provided, and all new algorithms or methods proposed by us are tested and verified by numerical simulations or actual engineering applications. Readers will find illustrative demonstration examples on a range of industrial processes to study. Readers will find out the present deficiency and recent developments of the TLS parameter estimation fields, and learn from the the authors’ latest a | 出版日期 | Book 2024 | 关键词 | MSPC-based methods; Process monitoring; Fault diagnosis; Quality-related time-varying process monitorin | 版次 | 1 | doi | https://doi.org/10.1007/978-981-99-8775-7 | isbn_softcover | 978-981-99-8777-1 | isbn_ebook | 978-981-99-8775-7Series ISSN 2662-3366 Series E-ISSN 2662-3374 | issn_series | 2662-3366 | copyright | Science Press 2024 |
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