본문 바로가기
KERD
논문KCI 등재

열화가 Wiener process를 따르는 경우의 비용을 고려한 가속열화시험 계획

Optimal Design of Accelerated Degradation Tests under the Constraint of Total Experimental Cost in the Case that the Degradation Characteristic Follows a Wiener Process

0

조회

0

다운로드

4

인용

0

참고문헌

키워드

주제분류학제간연구

초록

For the highly reliable products, an accelerated degradation test (ADT) is a useful tool which has been employed in industry to obtain reliability-related information within an affordable amount of time and cost. In an ADT, as all other reliability tests, it is important to carefully design the ADT beforehand to obtain estimates of the quantities of interest as precisely as possible. In this paper, optimal ADTs are developed assuming that the constant-stress loading method is employed and the degradation characteristic follows a Wiener process. Under the constraint that the total cost does not exceed a pre-specified budget, the stress levels, the number of test units allocated to each stress level and the number of measurement (termination time) are determined such that the asymptotic variance of the maximum likelihood estimator of the q-th quantile of the lifetime distribution at the use condition is minimized.

Abstract

For the highly reliable products, an accelerated degradation test (ADT) is a useful tool which has been employed in industry to obtain reliability-related information within an affordable amount of time and cost. In an ADT, as all other reliability tests, it is important to carefully design the ADT beforehand to obtain estimates of the quantities of interest as precisely as possible. In this paper, optimal ADTs are developed assuming that the constant-stress loading method is employed and the degradation characteristic follows a Wiener process. Under the constraint that the total cost does not exceed a pre-specified budget, the stress levels, the number of test units allocated to each stress level and the number of measurement (termination time) are determined such that the asymptotic variance of the maximum likelihood estimator of the q-th quantile of the lifetime distribution at the use condition is minimized.

참고문헌 (19)

  1. 서순근, "브라운 운동을 따르는 열화현상을 이용한 일정스트레스 가속수명시험의 최적 설계", 품질경영학회지, 26(1), pp.74~87 (1998)
  2. 이낙영, "Optimum Design of Accelerated Degradation Tests for Lognormal Distribution", 품질경영학회지, 23(1), pp.29~40 (1995)
  3. 최규명, "Optimum design of Accelerated Degradation Tests for Weibull Distribution", 품질경영학회지, 24(3), pp.37~49 (1996)
  4. Boulanger, M., "Experimental Design for a Class of Accelerated Degradation Tests", Technometrics, 36(3), pp.260~272 (1994)
  5. Chhikara, R. S., "The Inverse Gaussian Distribution" (1989), Marcel Dekker
  6. Li, Q., "Optimal Design of Accelerated Degradation Tests", International Journal of Materials and Product Technology, 20(1-3), pp.73~90 (2004)
  7. Li, Q., "Design of an Optimal Plan for an Accelerated Degradation Test : A Case Study", International Journal of Quality and Reliability Management, 23(4), pp.426~440 (2006)
  8. Liao, C. M., "Optimal Design for Step-Stress Accelerated Degradation Tests", IEEE Transactions on Reliability, 55(1), pp.59~66 (2006)
  9. 염봉진, "Optimal design of accelerated degradation tests based on Wiener process models", JOURNAL OF APPLIED STATISTICS, 38(2), pp.309~325 (2011), ROUTLEDGE JOURNALS
  10. Lu, C. J., "Using Degradaon Measures to Estimate a Time-to-Failure Distrution", Technometrics, 35(2), pp.161~174 (1993)
  11. Nelson, W., "Accelerating Test: Statistical Models, Test Plans and Data Analysis" (1990), John Wiley & Sons
  12. Onar, A., "Accelerated Test Models with the Inverse Gaussian Distribution", Journal of Statistical Planning and Inference, 89(1-2), pp.119~133 (2000)
  13. Park, J. I., "Optimal design of accelerated degradation tests for estimating mean lifetime at the use condition", ENGINEERING OPTIMIZATION, 28(3), pp.199~230 (1997), GORDON BREACH SCI PUBL LTD
  14. Park, S. J., "Optimal Design of Step-Stress Degradation Tests in the Case of Destructive Measurement", Quality Technology and Quantitative Management, 1(1), pp.105~124 (2004)
  15. Tang, L. C., "Planning of Step-Stress Accelerated Degradation Test", The Annual Reliability and Maintainability Symposium, pp.287~292 (2004)
  16. Tseng, S. T., "Stochastic Diffusion Modeling of Degradation Data", Journal of data Science, 5, pp.315~333 (2007)
  17. Wu, S. J., "Optimal Design of Degradation Tests in Presence of Cost Constraint", Reliability Engineering and System Safety, 76(2), pp.109~115 (2002)
  18. Yu, H. F., "Designing an Accelerated Degradation Experiment by Optimizing the Estimation of the Percentile", Quality and Reliability Engineering International, 19(3), pp.197~214 (2003)
  19. Yu, H. F., "Designing an Accelerated Degradation Experiment with a Reciprocal Weibull Degradation Rate", Journal of Statistical Planning and Inference, 136(2), pp.282~297 (2006)

관련 논문AI추천

이 간행물의 다른 논문 (11건)