Data-Driven Technology for Engineering Systems Health Management Design Approach, Feature Construction, Fault Diagnosis, Prognosis, Fusion and Decisions
tarafından
 
Niu, Gang. author.

Başlık
Data-Driven Technology for Engineering Systems Health Management Design Approach, Feature Construction, Fault Diagnosis, Prognosis, Fusion and Decisions

Yazar
Niu, Gang. author.

ISBN
9789811020322

Yazar
Niu, Gang. author.

Edisyon
1st ed. 2017.

Fiziksel Niteleme
XIII, 357 p. 204 illus. online resource.

İçindekiler
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.

Özet
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.

Konu Başlığı
System safety.
 
Computer system performance.
 
Mathematics.
 
Data mining.
 
Optical pattern recognition.
 
Quality Control, Reliability, Safety and Risk. http://scigraph.springernature.com/things/product-market-codes/T22032
 
System Performance and Evaluation. http://scigraph.springernature.com/things/product-market-codes/I13049
 
Applications of Mathematics. http://scigraph.springernature.com/things/product-market-codes/M13003
 
Data Mining and Knowledge Discovery. http://scigraph.springernature.com/things/product-market-codes/I18030
 
Pattern Recognition. http://scigraph.springernature.com/things/product-market-codes/I2203X

Ek Kurum Yazar
SpringerLink (Online service)

Elektronik Erişim
https://doi.org/10.1007/978-981-10-2032-2


Materyal TürüBarkodYer NumarasıDurumu/İade Tarihi
Electronic Book224729-1001TA169.7Springer E-Book Collection