Similarity-based failure threshold determination for system residual life prediction

Biao Ma, Shufa Yan, Xu Wang, Jianhua Chen, Changsong Zheng

Research output: Contribution to journalArticlepeer-review

6 Citations (Scopus)

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 languageEnglish
Pages (from-to)520-529
Number of pages10
JournalEksploatacja i Niezawodnosc
Volume22
Issue number3
DOIs
Publication statusPublished - 2020

Keywords

  • Oil field data
  • Prognostics
  • Residual life
  • Similarity
  • System failure threshold

Fingerprint

Dive into the research topics of 'Similarity-based failure threshold determination for system residual life prediction'. Together they form a unique fingerprint.

Cite this