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Estimating Device Reliability: Assessment of Credibility is
concerned with the plausibility of reliability estimates obtained
from statistical models. Statistical predictions are necessary
because technology is always pushing into unexplored areas faster
than devices can be made long-lived by design. Flawed reliability
methodologies can produce disastrous results, an outstanding
example of which is the catastrophic failure of the manned space
shuttle CHALLENGER in January 1986. This issue is not whether, but
which, statistical models should be used. The issue is not making
reliability estimates, but is instead their credibility. The
credibility questions explored in the context of practical
applications include: What does the confidence level associated
with the use of statistical model mean? Is the numerical result
associated with a high confidence level beyond dispute? When is it
appropriate to use the exponential (constant hazard rate) model?
Does this model always provide the most conservative reliability
estimate? Are the results of traditional random' failure hazard
rate calculations tenable? Are there persuasive alternatives? What
model should be used to describe the useful life of a device when
wearout is absent? When Weibull and lognormal failure plots
containing a large number of failure times appear similar, how
should the correct wearout model be selected? Is it important to
distinguish between a conservative upper bound on a probability of
failure and a realistic estimate of the same probability?
Estimating Device Reliability: Assessment of Credibility is for
those who are obliged to make reliability calculations with a
paucity of somewhat corrupt data, by using inexactmodels, and by
making physical assumptions which are impractical to verify.
Illustrative examples deal with a variety of electronic devices,
ICs and lasers.
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