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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Mathematik Wahrscheinlichkeitstheorie & Statistik Process Monitoring and Fault Diagnosis Based on Multivariable Statistical Analysis
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Process Monitoring and Fault Diagnosis Based on Multivariable Statistical Analysis
Xiangyu Kong, Jiayu Luo, Xiaowei Feng (Broschiert, Englisch)
Optischer Zustand
Beschreibung
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 achievements or new methods around the practical industrial needs. In my opinion, this book can be assimilated by advanced undergraduates and graduate (PH.D.) students, as well as statisticians, because of the new tools in data analysis, applied mathematics experts, because of the novel theories and techniques that we propose, engineers, above all for the applications in control, system identification, computer vision, and signal processing. Dieses Produkt haben wir gerade leider nicht auf Lager.
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Technische Daten
Erscheinungsdatum
14.03.2025
Sprache
Englisch
EAN
9789819987771
Herausgeber
Springer Singapore
Serien- oder Bandtitel
Engineering Applications of Computational Methods
Sonderedition
Nein
Autor
Xiangyu Kong, Jiayu Luo, Xiaowei Feng
Seitenanzahl
300
Einbandart
Broschiert
Schlagwörter
MSPC-based methods, Process monitoring, Fault diagnosis, Quality-related time-varying process monitoring, Quality-related dynamic process monitoring, Quality-related complex nonlinear process monitoring, Reconstruction-based fault diagnosis, Non-Gaussian process monitoring, PCA, PLS, ICA, Multivariate Statistical Process Control
Thema-Inhalt
PBWH - Mathematische Modellierung
TBJ - Mathematik für Ingenieure
TBC - Ingenieurswesen, Maschinenbau allgemein
KJM - Management und Managementtechniken
TJFM - Regelungstechnik
Höhe
235 mm
Breite
15.5 cm
Transparenz & Sicherheit
Hersteller: Springer, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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