Optimal design of accelerated degradation tests based on Wiener process models

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Optimal accelerated degradation test (ADT) plans are developed assuming that the constant-stress loading method is employed and the degradation characteristic follows a Wiener process. Unlike the previous works on planning ADTs based on stochastic process models, this article determines the test stress levels and the proportion of test units allocated to each stress level such that the asymptotic variance of the maximum-likelihood estimator of the qth quantile of the lifetime distribution at the use condition is minimized. In addition, compromise plans are also developed for checking the validity of the relationship between the model parameters and the stress variable. Finally, using an example, sensitivity analysis procedures are presented for evaluating the robustness of optimal and compromise plans against the uncertainty in the pre-estimated parameter value, and the importance of optimally determining test stress levels and the proportion of units allocated to each stress level are illustrated.
Publisher
ROUTLEDGE JOURNALS
Issue Date
2011
Language
English
Article Type
Article
Keywords

INVERSE GAUSSIAN DISTRIBUTION; TO-FAILURE DISTRIBUTION; TEST PLANS; LIFETIME; INFERENCE; WEIBULL

Citation

JOURNAL OF APPLIED STATISTICS, v.38, no.2, pp.309 - 325

ISSN
0266-4763
DOI
10.1080/02664760903406488
URI
http://hdl.handle.net/10203/98454
Appears in Collection
IE-Journal Papers(저널논문)
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