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Preface | p. ix |
Acknowledgements | p. xi |
Acronyms | p. xv |
Introduction | p. 1 |
Reliability and Prognostics | p. 1 |
PHM for Electronics | p. 3 |
PHM Concepts and Methods | p. 6 |
Fuses and Canaries | p. 7 |
Monitoring and Reasoning of Failure Precursors | p. 9 |
Monitoring Environmental and Usage Profiles for Damage Modeling | p. 13 |
Implementation of PHM for System of Systems | p. 18 |
Summary | p. 19 |
Sensor Systems for PHM | p. 25 |
Sensor and Sensing Principles | p. 25 |
Thermal Sensors | p. 26 |
Electrical Sensors | p. 27 |
Mechanical Sensors | p. 28 |
Humidity Sensors | p. 28 |
Biosensors | p. 29 |
Chemical Sensors | p. 29 |
Optical Sensors | p. 30 |
Magnetic Sensors | p. 31 |
Sensor Systems for PHM | p. 32 |
Parameters to Be Monitored | p. 33 |
Sensor System Performance | p. 33 |
Physical Attributes of Sensor Systems | p. 34 |
Functional Attributes of Sensor Systems | p. 34 |
Cost | p. 38 |
Reliability | p. 38 |
Availability | p. 38 |
Sensor Selection | p. 38 |
Examples of Sensor Systems for PHM Implementation | p. 41 |
Emerging Trends in Sensor Technology for PHM | p. 44 |
Data-Driven Approaches for PHM | p. 47 |
Introduction | p. 47 |
Parametric Statistical Methods | p. 48 |
Likelihood Ratio Test | p. 49 |
Maximum Likelihood Estimation | p. 50 |
Neyman-Pearson Criterion | p. 50 |
Expectation Maximization | p. 51 |
Minimum Mean Square Error Estimation | p. 51 |
Maximum A Posteriori Estimation | p. 51 |
Rao-Blackwell Estimation | p. 52 |
Cramer-Rao Lower Bound | p. 52 |
Nonparametric Statistical Methods | p. 52 |
Nearest Neighbor-Based Classification | p. 52 |
Parzen Window (or Kernel Density Estimation) | p. 53 |
Wilcoxon Rank-Sum Test | p. 54 |
Kolmogorov-Smirnov Test | p. 54 |
Chi Square Test | p. 54 |
Machine Learning Techniques | p. 55 |
Supervised Classification | p. 57 |
Discriminative Approach | p. 57 |
Generative Approach | p. 61 |
Unsupervised Classification | p. 63 |
Discriminative Approach | p. 63 |
Generative Approach | p. 65 |
Summary | p. 67 |
Physics-of-Failure Approach to PHM | p. 73 |
PoF-Based PHM Methodology | p. 73 |
Hardware Configuration | p. 74 |
Loads | p. 74 |
Failure Modes, Mechanisms, and Effects Analysis | p. 75 |
Stress Analysis | p. 78 |
Reliability Assessment and Remaining-Life Predictions | p. 79 |
Outputs from PoF Based PHM | p. 82 |
The Economics of PHM | p. 85 |
Return on Investment | p. 85 |
PHM ROI Analyses | p. 86 |
Financial Costs | p. 88 |
PHM Cost-Modeling Terminology and Definitions | p. 88 |
PHM Implementation Costs | p. 89 |
Nonrecurring Costs | p. 90 |
Recurring Costs | p. 90 |
Infrastructure Costs | p. 91 |
Nonmonetary Considerations and Maintenance Culture | p. 91 |
Cost Avoidance | p. 93 |
Maintenance Planning Cost Avoidance | p. 94 |
Discrete Event Simulation Maintenance Planning Model | p. 95 |
Fixed-Schedule Maintenance Interval | p. 96 |
Precursor to Failure Monitoring | p. 96 |
LRU-Independent Methods | p. 97 |
Discrete Event Simulation Implementation Details | p. 99 |
Operational Profile | p. 100 |
Example PHM Cost Analysis | p. 101 |
Single-Socket Model Results | p. 102 |
Multiple-Socket Model Results | p. 104 |
Example Business Case Construction | p. 108 |
Summary | p. 114 |
PHM Roadmap: Challenges and Opportunities | p. 119 |
Introduction | p. 119 |
Roadmap Classifications | p. 120 |
PHM: Component Level | p. 121 |
PHM for Integrated Circuits and Gate Devices | p. 121 |
High-Power Switching Electronics | p. 122 |
Built-in Prognostics for Components and Circuit Boards | p. 123 |
Electronics/Electro-Optical Prognostics for Tactical Sensor Systems | p. 123 |
Interconnect Prognostics | p. 124 |
PHM as Mitigation of Reliability Risks | p. 124 |
PHM in Supply Chain Management and Product Maintenance | p. 125 |
PHM at System Level | p. 125 |
Legacy Systems | p. 126 |
Environmental and Operational Monitoring | p. 126 |
LRU to Device Level | p. 126 |
Dynamic Reconfiguration | p. 126 |
System Power Management and PHM | p. 127 |
PHM as Knowledge Infrastructure for System Development | p. 127 |
Prognostics for Software | p. 127 |
Methodology Development | p. 129 |
Best Algorithms | p. 130 |
Approaches to Training | p. 130 |
Verification and Validation | p. 131 |
Long-Term PHM Studies | p. 131 |
Nontechnical Barriers | p. 131 |
Cost, ROI, Business Case Development | p. 131 |
Liability and Litigation | p. 132 |
Role of Standards Organizations | p. 133 |
Commercially Available Sensor Systems for PHM | p. 135 |
PHM in Industry, Academia, and Government | p. 167 |
Journals and Conference Proceedings Related to PHM | p. 307 |
Index | p. 309 |
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