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Life
Distributions
Terms
Exponential distribution
A lifetime statistical distribution that assumes a constant failure rate for the
units being modeled.
Failure distribution
A mathematical model that describes the probability of failures occurring over
time. Also known as the probability density function (pdf), this function is
integrated to obtain the probability that the failure time takes a value in a
given time interval. This function is the basis for other important reliability
functions, including the reliability function, the failure rate
function, and
the mean life.
Gaussian distribution
see Normal distribution
Generalized gamma distribution
While not as frequently used for modeling life data as other life distributions, the generalized gamma distribution does have the ability to mimic
the attributes of other distributions such as the Weibull or lognormal, based on
the values of the distribution's parameters. While the generalized gamma
distribution is not often used to model life data by itself, its ability to
behave like other more commonly-used life distributions is sometimes used to
determine which of those life distributions should be used to model a particular
set of data.
Life distribution
see Failure distribution
Lognormal distribution
A lifetime statistical distribution that is often used to model products in
which physical fatigue is the prominent contributor to the primary failure mode.
Mixed Weibull distribution
A variation of the Weibull distribution used to model data with distinct
subpopulations that may represent different failure characteristics over the
lifetime of a product. Each subpopulation has separate Weibull parameters
calculated, and the results are combined in a mixed Weibull distribution to
represent all of the subpopulations in one function.
Normal distribution
A common lifetime statistical distribution that was developed by mathematician
C. F. Gauss. The distribution is a continuous, bell-shaped distribution which is
symmetric about its mean and can take on values from negative infinity to
positive infinity.
Probability density function (pdf)
A mathematical model that describes the probability of events occurring over
time. This function is integrated to obtain the probability that the event time
takes a value in a given time interval. In life data analysis, the event in
question is a failure, and the pdf is the basis for other important reliability
functions, including the reliability function, the failure rate
function, and
the mean life.
Weibull distribution
A statistical distribution frequently used in life data analysis. Developed by
Swedish mathematician Wallodi Weibull, this distribution is widely used due to
its versatility and the fact that the Weibull pdf can assume different shapes
based on the parameter values.
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