Journal ArticleDOI
Models for variable-stress accelerated life testing experiments based on Wiener processes and the inverse Gaussian distribution
Kjell A. Doksum,Arnljot Hoyland +1 more
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In this article, the authors consider a fatigue failure model in which accumulated decay is governed by a continuous Gaussian process W(y) whose distribution changes at certain stress change points to < t l < < < … <t k, and continuously increasing stress is also considered.Abstract:
Variable-stress accelerated life testing trials are experiments in which each of the units in a random sample of units of a product is run under increasingly severe conditions to get information quickly on its life distribution. We consider a fatigue failure model in which accumulated decay is governed by a continuous Gaussian process W(y) whose distribution changes at certain stress change points to < t l < < … <t k , Continuously increasing stress is also considered. Failure occurs the first time W(y) crosses a critical boundary ω. The distribution of time to failure for the models can be represented in terms of time-transformed inverse Gaussian distribution functions, and the parameters in models for experiments with censored data can be estimated using maximum likelihood methods. A common approach to the modeling of failure times for experimental units subject to increased stress at certain stress change points is to assume that the failure times follow a distribution that consists of segments of Weib...read more
Citations
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Journal ArticleDOI
Remaining useful life estimation - A review on the statistical data driven approaches
TL;DR: This paper systematically reviews the recent modeling developments for estimating the RUL and focuses on statistical data driven approaches which rely only on available past observed data and statistical models.
Journal ArticleDOI
A survey of the application of gamma processes in maintenance
TL;DR: The application of gamma processes in maintenance is surveyed because gamma processes are well suited for modelling the temporal variability of deterioration, they have proven to be useful in determining optimal inspection and maintenance decisions.
Journal ArticleDOI
Machinery health prognostics: A systematic review from data acquisition to RUL prediction
TL;DR: A review on machinery prognostics following its whole program, i.e., from data acquisition to RUL prediction, which provides discussions on current situation, upcoming challenges as well as possible future trends for researchers in this field.
Journal ArticleDOI
Residual-life distributions from component degradation signals: A Bayesian approach
TL;DR: Bayesian updating methods that use real-time condition monitoring information to update the stochastic parameters of exponential degradation models are developed and used to develop a closed-form residual-life distribution for the monitored device.
Journal ArticleDOI
Covariates and random effects in a gamma process model with application to degradation and failure.
J. F. Lawless,Martin Crowder +1 more
TL;DR: A tractable gamma-process model incorporating a random effect is constructed fitted to some data on crack growth and corresponding goodness-of-fit tests are carried out and prediction calculations for failure times defined in terms of degradation level passages are developed and illustrated.
References
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Book
Accelerated Testing: Statistical Models, Test Plans, and Data Analyses
TL;DR: Accelerated Testing: Statistical Models, Test Plans, and Data Analyses, by W. Nelson.
Journal ArticleDOI
A new family of life distributions
Z. W. Birnbaum,Sam C. Saunders +1 more
TL;DR: In this article, a new two parameter family of life length distributions is presented which is derived from a model for fatigue, which follows from considerations of renewal theory for the number of cycles needed to force a fatigue crack extension to exceed a critical value.
Journal ArticleDOI
The inverse gaussian distribution: theory, methodology, and applications
Raj S. Chhikara,J. Leroy Folks +1 more
TL;DR: Inverse Gaussian distributions have been used for life testing and reliability as mentioned in this paper, and they have been applied in a variety of applications, such as life testing, reliability, and life assurance.
Journal ArticleDOI
Accelerated Life Testing - Step-Stress Models and Data Analyses
TL;DR: In this article, the authors present statistical models and methods for analyzing accelerated life-test data from step-stress tests, and apply them to the Weibull distribution and inverse power law.
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