Prognostics and Health Management of Electronics
Published on 12. September 2008
Book
Hardback
316 pages
978-0-470-27802-4 (ISBN)
Description
The first book on Prognostics and Health Management of Electronics.
Recently, the field of prognostics for electronic products has received increased attention due to the potential to provide early warning of system failures, forecast maintenance as needed, and reduce life cycle costs. In response to the subject's growing interest among industry, government, and academic professionals, this book provides a road map to the current challenges and opportunities for research and development in Prognostics and Health Management (PHM).
The book begins with a review of PHM and the techniques being developed to enable a prognostics approach for electronic products and systems. building on this foundation, the book then presents the state of the art in sensor systems for in-situ health and usage monitoring.Next, it discusses the various models and algorithms that can be utilized in PHM. Finally, it concludes with a discussion of the opportunities in future research.
Readers can use the information in this book to:
* Detect and isolate faults
* Reduce the occurrence of No fault Found (NFF)
* Provide advanced warning of system failures
* Enable condition-based (predictive) maintenance
* Obtain knowledge of load history for future design, qualification, and root cause analysis
* Increase system availability through an extension of maintenance cycles and/or timely repair actions
* Subtract life cycle costs of equipment from reduction in inspection costs, down time, and inventory
Prognostics and Health Management of Electronics is an indispensable reference for electrical engineers in manufacturing, systems maintenance, and management, as well as design engineers in all areas of electronics.
More details
Other editions
New editions
Michael G. Pecht | Myeongsu Kang
Prognostics and Health Management of Electronics
Fundamentals, Machine Learning, and the Internet of Things
Book
09/2018
1st Edition
Wiley-IEEE Press
€157.50
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Person
Michael G. Pecht, PHD, has an MS in electrical engineering and a PhD in engineering mechanics. He is a Professional Engineer, an IEEE Fellow, an ASME Fellow, and an IMAPS Fellow. He was editor of the IEEE Transactions on Reliability for eight years. He is now editor for Microelectronics Reliability. He is a Chair Professor and the Director of the CALCE Electronic Products and Systems Center at the University of Maryland. He has written more than 20 books on electronic products development and reliability, and over 400 technical articles. In 2008, he was awarded the highest reliability honor, the IEEE Reliability Society's Lifetime Achievement Award.
Content
Chapter 1: Introduction.
1.1 Reliability and Prognostics.
1.2 PHM for Electronics.
1.3 PHM Concepts and Methods.
1.4 Implementation of PHM for System-of-Systems.
1.5 Summary.
1.6 References.
Chapter 2: Sensor Systems for PHM.
2.1 Sensor and Sensing Principles.
2.2 Sensor System for PHM.
2.3 Sensor Selection.
2.4 Examples of Sensor Systems for PHM Implementation.
2.5 Emerging Trends in Sensor Technology for PHM.
2.6 References.
Chapter 3: Data Driven Approaches for PHM.
3.1 Introduction.
3.2 Parametric Statistical Methods.
3.3 Non-Parametric Statistical Methods.
3.4 Machine Learning Techniques.
3.5 Supervised Classification.
3.6 Unsupervised Classification.
3.7 Summary.
3.8 References.
Chapter 4: Physics-of-Failure Approach to PHM.
4.1 The PoF based PHM methodology.
4.2 Hardware configuration.
4.3 Loads.
4.4 Failure Modes, Mechanisms, and Effects Analysis.
4.5 Stress Analysis.
4.6 Reliability Assessment and Remaining Life Predictions.
4.7 Outputs from PoF based PHM.
4.8 References.
Chapter 5: The Economics of Prognostics and Health Management.
5.1 Return on Investment (ROI).
5.2 PHM Cost Modeling Terminology and Definitions.
5.3 PHM Implementation Costs.
5.4 Cost Avoidance.
5.5 Example PHM Cost Analysis.
5.6 Summary.
5.7 References.
Chapter 6: PHM Roadmap: Challenges and Opportunities.
6.1 Introduction.
6.2 Roadmap Classifications.
6.3 PHM at the System Level.
6.4 Methodology Development.
6.5 Non-technical Barriers.
Appendix. A Commercially Available Sensor Systems for PHM.
Appendix. B PHM in Industry, Academia and Government.
Appendix. C Journals and Conference Proceedings Related to PHM.