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Evaluation method for accelerated degradation testing with interval analysis

  • Le Liu
  • , Xiaoyang Li*
  • , Tongmin Jiang
  • *Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

Abstract

Traditional evaluation methods of accelerated degradation testing (ADT) are based on precise degradation data to conduct reliability and lifetime assessment. However, with interfere of the uncertainties from human factors, the test data can be imprecise represented by interval rather than precise data. Under this consideration, an interval analysis method for ADT evaluation was proposed based on Wiener process, which included possibility and necessity models. Interval regression method was firstly used to transfer the problems of modeling interval degradation data under different accelerated stress levels into quadratic programming problems. The interval drift coefficients under different stress levels with possibility model and diffusion coefficient were obtained. Then the interval drift coefficients were extrapolated to normal stress condition with accelerated model under necessity model, and further to analyze the relationship between measurement uncertainty and reliability and lifetime evaluation results. Finally, the numerical study was used to present and verify the proposed methodology, and conduct uncertainty sensitivity analysis. The results show that both reliability and lifetime evaluation results are effected by epistemic uncertainty of measurement, and their correctness can be ensured with decreasing epistemic uncertainty.

Original languageEnglish
Pages (from-to)2225-2231
Number of pages7
JournalBeijing Hangkong Hangtian Daxue Xuebao/Journal of Beijing University of Aeronautics and Astronautics
Volume41
Issue number12
DOIs
StatePublished - 1 Dec 2015

Keywords

  • Accelerated degradation testing (ADT)
  • Epistemic uncertainty
  • Interval analysis
  • Life evaluation
  • Reliability
  • Sensitivity analysis

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