Statistical planning and inference in accelerated life testing using the CHSS model

Failures of highly reliable units are rare and it may be not possible to gather the failure time data needed for reliability estimation. One way of obtaining failures during the time given for experiments is to apply methods of accelerated life testing (ALT). In ALT units are tested at higher than usual (design) stress conditions. The purpose is to give estimators of the main reliability characteristics of units functioning under the usual stress using data of accelerated experiments. To treat such data accelerated life models are used. Here we consider special plans of experiments and the statistical analysis of the ALT data by numerical methods and simulation using the changing shape and scale (CHSS) model proposed by Bagdonavicius and Nikulin (1999). The CHSS model is a natural extension of the standard accelerated failure time (AFT) model. We give parametric and semiparametric estimation procedures for the CHSS model and a goodness-of-fit test for the AFT model.

[1]  V. Bagdonavičius,et al.  Model Building in Accelerated Experiments , 1999 .

[2]  Zhiliang Ying,et al.  Semiparametric inference for the accelerated life model with time-dependent covariates , 1995 .

[3]  G. K. Bhattacharyya,et al.  A tampered failure rate model for step-stress accelerated life test , 1989 .

[4]  Floyd W. Spencer,et al.  Statistical methods in accelerated life testing , 1988 .

[5]  W. Nelson Statistical Methods for Reliability Data , 1998 .

[6]  Mikhail Nikulin,et al.  On Nonparametric Estimation in Accelerated Experiments with Step-Stresses , 2000 .

[7]  Z. Ying,et al.  Rank-based inference for the accelerated failure time model , 2003 .

[8]  D. Cox,et al.  Analysis of Survival Data. , 1985 .

[9]  Nozer D. Singpurwalla Inference from Accelerated Life Tests When Observations Are Obtained from Censored Samples , 1971 .

[10]  Mikhail Nikulin,et al.  Semiparametric models in accelerated life testing , 1995 .

[11]  Moshe Shaked,et al.  INFERENCE FOR STEP-STRESS ACCELERATED LIFE TESTS , 1983 .

[12]  George C. Derringer Considerations in Single and Multiple Stress Accelerated Life Testing , 1982 .

[13]  M. Nikulin,et al.  Accelerated Life Models: Modeling and Statistical Analysis , 2001 .

[14]  W. Nelson Accelerated Life Testing - Step-Stress Models and Data Analyses , 1980, IEEE Transactions on Reliability.

[15]  Nikolaos Limnios,et al.  Statistical and probabilistic models in reliability , 1999 .

[16]  W. Meeker Accelerated Testing: Statistical Models, Test Plans, and Data Analyses , 1991 .

[17]  K. Doksum,et al.  Models for variable-stress accelerated life testing experiments based on Wiener processes and the inverse Gaussian distribution , 1992 .