Development and performance evaluation of prognostic approaches for technical systems / von M.Sc. James Kuria Kimotho aus Nairobi, Kenia. Referent: Prof. Dr.-Ing. habil. Walter Sextro, Korreferant: Prof. Dr.-Ing. Detmar Zimmer. Paderborn, 2016
Inhalt
- Nomenclature
- Abbreviations and Acronyms
- Introduction
- Literature Review
- Data Preprocessing and Feature Extraction
- Development and Evaluation of Prognostic Approaches
- Health State Estimation
- Mapping Extracted Features to Remaining Useful Lifetime
- Mapping Extracted Features to a Health Index
- Propagating Health Index to a Threshold
- Model Based Approach for Systems that Undergo Wear
- Ensemble of Methods
- Prognostic Method Selection
- Prognostics of Piezoelectric Transducers
- Conclusion and Future Work
- References
- Derivation of the Support Vector Machines (SVM) Margin
- SVM Parameter Optimization Techniques