Prognostics and Health Management of Electronics
by Michael G. Pecht (University of Maryland )Format: eBook
Pub. Date: 2008-09-01
Publisher(s): Wiley-Interscience
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Summary
Chapter 1 provides a basic understanding of PHM and the techniques being developed to enable prognostics for electronic products and systems. Chapter 2 presents the state of the art in sensor systems for in-situ health and usage monitoring. Chapter 3 discusses the various models and algorithms that can be utilized for PHM. Chapter 4 presents the challenges and opportunities for research and development in PHM of electronics.
Table of Contents
| Introduction | |
| Reliability and Prognostics | |
| PHM for Electronics | |
| PHM Concepts and Methods | |
| Implementation of PHM for System-of-Systems | |
| Summary | |
| References | |
| Sensor Systems for PHM | |
| Sensor and Sensing Principles | |
| Sensor System for PHM | |
| Sensor Selection | |
| Examples of Sensor Systems for PHM Implementation | |
| Emerging Trends in Sensor Technology for PHM | |
| References | |
| Data Driven Approaches for PHM | |
| Introduction | |
| Parametric Statistical Methods | |
| Non-Parametric Statistical Methods | |
| Machine Learning Techniques | |
| Supervised Classification | |
| Unsupervised Classification | |
| Summary | |
| References | |
| Physics-of-Failure Approach to PHM | |
| The PoF based PHM methodology | |
| Hardware configuration | |
| Loads | |
| Failure Modes, Mechanisms, and Effects Analysis | |
| Stress Analysis | |
| Reliability Assessment and Remaining Life Predictions | |
| Outputs from PoF based PHM | |
| References | |
| The Economics of Prognostics and Health Management | |
| Return on Investment (ROI) | |
| PHM Cost Modeling Terminology and Definitions | |
| PHM Implementation Costs | |
| Cost Avoidance | |
| Example PHM Cost Analysis | |
| Summary | |
| References | |
| PHM Roadmap: Challenges and Opportunities | |
| Introduction | |
| Roadmap Classifications | |
| PHM at the System Level | |
| Methodology Development | |
| Non-technical Barriers | |
| Commercially Available Sensor Systems for PHM | |
| PHM in Industry, Academia and Government | |
| Journals and Conference Proceedings Related to PHM | |
| Table of Contents provided by Publisher. All Rights Reserved. |
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