PREFACE
Chapter 1 Background of Systems Health Management
1.1 Introduction
1.2 Maintenance Strategy
1.3 From Maintenance to PHM
1.4 Definitions and Terms of Systems Health Management
1.5 Preface to Book Chapters
1.6 References
Chapter 2 Design Approach for Systems Health Management
2.1 Introduction
2.2 Systems Engineering
2.3 Systems Engineering, Dependability, and Health Management
2.4 SHM Lifecycle Stages
2.4.1 Research stage
2.4.2 Requirements development stage
2.4.3 System/functionalanalysis
2.4.4 Design, synthesis andintegration
2.4.5 System test and evaluation
2.4.6 HM system maturation
2.5 A Systems-based Methodology for CBM/PHM Design
2.6 References
Chapter 3 Technical Approaches for Systems Health Management
3.1 Introduction
3.2 Data-Driven Approaches
3.3 Model-Based Approaches
3.4 Hybrid Approaches
3.5 OSA-CBM Architecture
3.6 Problems during Implementation
3.7 Related Techniques
3.8 References
Chapter 4 Sensors and Data Acquisition
4.1 Introduction
4.2 Data Acquisition
4.2.1 Selecting a proper measure
4.2.2 Vibration transducers
4.2.3 Transducer selection
4.2.4 Transducermounting
4.2.5 Transducer location
4.2.6 Frequency spans
4.2.7 Data display
4.3 References
Chapter 5 Signal Processing and Feature Representation
5.1 Signal Processing
5.2 Feature Representation
5.2.1 Features in time domain
5.2.2 Features in frequency domain
5.2.3 Features in auto-regression domain
5.3 References
Chapter 6 Feature Extraction
6.1 Introduction
6.2 BasicConcepts
6.2.1 Pattern and feature vector
6.2.2 Class
6.3 Parameter Evaluation Technique
6.4 Principal Component Analysis (PCA)
6.5 Kernel PCA
6.6 Fisher Discriminant Analysis (FDA)
6.7 Linear Discriminant Analysis (LDA)
6.8 References
Chapter 7 Fault Diagnosis
7.1 Introduction
7.2 Data-Driven Diagnosis
7.2.1 Classifierconcepts
……
Chapter 8 Failure Prognosis
Chapter 9 Data Fusion
Chapter 10 Cases Study for Rail Vehicle Systems Health Management