• Title/Summary/Keyword: Constant/Time-variant Variance

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Study for comparison of storage lifetimes estimation between constant and time-variant variance of degradation data (열화데이터의 등분산 가정에 따른 저장수명예측 비교 연구)

  • Back, Seungjun;Son, Youngkap;Park, Sanghyun;Lee, Munho;Kang, Insik
    • Proceedings of the Korean Society of Propulsion Engineers Conference
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    • 2017.05a
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    • pp.154-156
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    • 2017
  • Constant variance of degradation data over time has been generally assumed to estimate storage lifetime using destructive, accelerated degradation data over time. However, performance data of ammunitions deteriorate over time, and the standard deviation would tend to increase over time. This paper shows storage lifetime comparison results for constant variance and time-variant variance assumptions of degradation data over time, and proposes that time-variant variance assumption should be considered to increase accuracy in lifetime estimation.

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Comparison of Storage Lifetimes by Variance Assumption using Accelerated Degradation Test Data (파괴적 가속열화시험 데이터의 분산가정에 따른 수명비교)

  • Kim, Jonggyu;Back, Seungjun;Son, Youngkap;Park, Sanghyun;Lee, Moonho;Kang, Insik
    • Journal of the Korea Institute of Military Science and Technology
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    • v.21 no.2
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    • pp.173-179
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    • 2018
  • Estimating reliability of a non-repairable system using the degradation data, variance assumption such as homogeneity (constant) or heteroscedasticity (time-variant) could affect accuracy of reliability estimation. This paper showed reliability estimation and comparison results under normal conditions using accelerated degradation data obtained from destructive measurements, according to variance assumption of the data at each measurement time. Degradation data from three accelerated conditions with stress factors of temperature and humidity were used to estimate reliability. The $B_{10}$ lifetime was estimated as 1243.8 years by constant variance assumption, and 18.9 years by time-variant variance. And variance assumption provided different analysis results of important stresses to reliability. Thus, accurate assumption of variance at each measurement time is required when estimating reliability using degradation data of a non-repairable system.