One of the more popular models for time-to-failure (TTF), Weibull distributions take many shapes and are typically identified as in the following illustration.
Weibull probability density function (pdf)
Cumulative distribution
Two parameters:
Shape parameter: | a | (changes shape not scale) |
Scale parameter: |
| (changes scale not shape) |
Some authors define = 1/ · and a = ²
In a typical Weibull distribution shown below, there are some general characteristics
Mean:
Variance:
1/ also referred to as "characteristic life" or "time constant," the life or time at which 63.2% of population has failed.
If a = 1, the Weibull reduces to the exponential distribution.
If a = 2, the Weibull reduces to the Rayliegh distribution.
If a ‰ˆ 3.5, the Weibull approximates the normal distribution.
For a < 1, reliability function decays less rapidly .
For a > 1, reliability function decays more rapidly.
A useful model for the failure time (or length of life) distributions of produces and processes.
Does not assume that the failure rate, , is a constant as do the Exponential and Gamma distributions.
Has the advantage that the distribution parameters can be adjusted to fit many situations; because of this adaptability it is widely used in reliability engineering.
The cumulative distribution has closed form expression that can be used to compute areas under the Weibull curve.
Estimates of the two parameters, and a, can be obtained when ranked sample data are plotted on scale adjusted cumulative percentile (See Probability Plots).
Note | Characteristic life t = 1/ corresponds to the 63.2% |
Weibull reliability or survival function:
Weibull failure distribution: (same as cumulative distribution)
Weibull hazard rate function:
The shape parameter a, can be used to adjust the shape of the Weibull distribution to allow it to model a great many life (time) related distributions found in engineering.
If failures do not have the possibility of starting at t = 0, but only after a finite time t O , a time-shift variable can be used to redefine the Weibull reliability function:
R ( t ) =
where the time t O is called the failure free time or minimum life.