Abstract
An accurate determination of the system failure threshold is an essential requirement in achieving an appropriate system residual life prediction and a reasonable planned maintenance strategy optimization afterward for degradation systems. This paper pro-poses a failure threshold determination method based on quantitative measurement of the similarity between the operating system and the historical systems. The similarity is formulated by a weighted average function and then calculated by a convex quadratic formulation to minimizing the variance between the operating system and the historical systems. With an accurate determination of the system failure threshold in real-time, a better prediction of the residual life for the operating system is achieved. Finally, a real case study for several power-shift steering transmission systems monitored using oil spectral analysis is adopted to illustrate and numerically compare the improved performance of the proposed method.
Original language | English |
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Pages (from-to) | 520-529 |
Number of pages | 10 |
Journal | Eksploatacja i Niezawodnosc |
Volume | 22 |
Issue number | 3 |
DOIs | |
Publication status | Published - 2020 |
Keywords
- Oil field data
- Prognostics
- Residual life
- Similarity
- System failure threshold