Knowledge-Driven Board-Level Functional Fault Diagnosis
tarafından
Ye, Fangming. author.
Başlık
:
Knowledge-Driven Board-Level Functional Fault Diagnosis
Yazar
:
Ye, Fangming. author.
ISBN
:
9783319402109
Yazar
:
Ye, Fangming. author.
Edisyon
:
1st ed. 2017.
Fiziksel Niteleme
:
XIII, 147 p. 75 illus., 65 illus. in color. online resource.
İçindekiler
:
Introduction -- Diagnosis System Design for Higher Accuracy -- Adaptive Diagnosis Process -- Handling Missing Syndromes -- Information-Theoretic Evaluation of Diagnosis System -- Knowledge Discover and Knowledge Transfer -- Conclusion.
Özet
:
This book provides a comprehensive set of characterization, prediction, optimization, evaluation, and evolution techniques for a diagnosis system for fault isolation in large electronic systems. Readers with a background in electronics design or system engineering can use this book as a reference to derive insightful knowledge from data analysis and use this knowledge as guidance for designing reasoning-based diagnosis systems. Moreover, readers with a background in statistics or data analytics can use this book as a practical case study for adapting data mining and machine learning techniques to electronic system design and diagnosis. This book identifies the key challenges in reasoning-based, board-level diagnosis system design and presents the solutions and corresponding results that have emerged from leading-edge research in this domain. It covers topics ranging from highly accurate fault isolation, adaptive fault isolation, diagnosis-system robustness assessment, to system performance analysis and evaluation, knowledge discovery and knowledge transfer. With its emphasis on the above topics, the book provides an in-depth and broad view of reasoning-based fault diagnosis system design. • Explains and applies optimized techniques from the machine-learning domain to solve the fault diagnosis problem in the realm of electronic system design and manufacturing; • Demonstrates techniques based on industrial data and feedback from an actual manufacturing line; • Discusses practical problems, including diagnosis accuracy, diagnosis time cost, evaluation of diagnosis system, handling of missing syndromes in diagnosis, and need for fast diagnosis-system development.
Konu Başlığı
:
Systems engineering.
Data mining.
Electronics.
Circuits and Systems. http://scigraph.springernature.com/things/product-market-codes/T24068
Data Mining and Knowledge Discovery. http://scigraph.springernature.com/things/product-market-codes/I18030
Electronics and Microelectronics, Instrumentation. http://scigraph.springernature.com/things/product-market-codes/T24027
Yazar Ek Girişi
:
Zhang, Zhaobo.
Chakrabarty, Krishnendu.
Gu, Xinli.
Ek Kurum Yazar
:
SpringerLink (Online service)
Elektronik Erişim
:
Materyal Türü | Barkod | Yer Numarası | Durumu/İade Tarihi |
---|
Electronic Book | 225566-1001 | TK7888.4 | Springer E-Book Collection |