4.4 Article

SIMILARITY-BASED FAILURE THRESHOLD DETERMINATION FOR SYSTEM RESIDUAL LIFE PREDICTION

出版社

POLISH MAINTENANCE SOC
DOI: 10.17531/ein.2020.3.15

关键词

system failure threshold; residual life; similarity; prognostics; oil field data

资金

  1. NSFC [51975047]
  2. China Scholarship Council [201806030083]

向作者/读者索取更多资源

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 proposes 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.

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