Data-Driven Technology for Engineering Systems Health Management - Gang Niu

Data-Driven Technology for Engineering Systems Health Management

Design Approach, Feature Construction, Fault Diagnosis, Prognosis, Fusion and Decisions

(Autor)

Buch | Hardcover
357 Seiten
2016 | 1st ed. 2017
Springer Verlag, Singapore
978-981-10-2031-5 (ISBN)
181,89 inkl. MwSt
This book introduces condition-based maintenance (CBM)/data-driven prognostics and health management (PHM) in detail, first explaining the PHM design approach from a systems engineering perspective, then summarizing and elaborating on the data-driven methodology for feature construction, as well as feature-based fault diagnosis and prognosis. The book includes a wealth of illustrations and tables to help explain the algorithms, as well as practical examples showing how to use this tool to solve situations for which analytic solutions are poorly suited. It equips readers to apply the concepts discussed in order to analyze and solve a variety of problems in PHM system design, feature construction, fault diagnosis and prognosis.

Background of Systems Health Management.- Design Approach for Systems Health Management.- Overview of Data-driven PHM.- Data Acquisition and Preprocessing.- Statistic Feature Extraction.- Feature Selection Optimization.- Intelligent Fault Diagnosis Methodology.- Science of Prognostics.- Data Fusion Strategy.- System Support and Logistics.

Erscheinungsdatum
Zusatzinfo 204 Illustrations, black and white; XIII, 357 p. 204 illus.
Verlagsort Singapore
Sprache englisch
Maße 155 x 235 mm
Themenwelt Informatik Datenbanken Data Warehouse / Data Mining
Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Mathematik / Informatik Mathematik Angewandte Mathematik
Naturwissenschaften Physik / Astronomie
Technik Bauwesen
Technik Maschinenbau
Schlagworte Condition Monitoring • data-driven health management • engineering SHM • Fault Diagnosis • intelligent maintenance • PHM design • Prognostics health management
ISBN-10 981-10-2031-0 / 9811020310
ISBN-13 978-981-10-2031-5 / 9789811020315
Zustand Neuware
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