Eyring Weibull

The pdf for the Eyring relationship and the Weibull distribution is given next.

 

The pdf for 2-parameter Weibull distribution is given by:

 

(6)     

images\7_4_6.gif

 

The scale parameter (or characteristic life) of the Weibull distribution is images\etan.gif. The Eyring-Weibull model pdf can then be obtained by setting images\etan.gif = L(V) in Eqn. (1),

 

images\7_4_1.gif

 

or,

 

images\7_4_2.gif

 

Substituting for images\etan.gif into Eqn. (6),

 

images\7_4_3.gif

 

Eyring Weibull Statistical Properties Summary

Mean or MTTF

The mean, images\tline.gif, or mean time to failure (MTTF) for the Eyring-Weibull relationship is given by:

 

images\7_411_1.gif

 

where images\gamma.gif is the gamma function evaluated at the value of images\1b.gif.

 

Median

The median, images\tu.gif for the Eyring-Weibull relationship is given by:

 

(7)     

images\7_412_7.gif

 

Mode

The mode, images\twave.gif for the Eyring-Weibull relationship is given by:

 

(8)     

images\7_413_8.gif

 

Standard Deviation

The standard deviation, images\ot.gif for the Eyring-Weibull relationship is given by:

 

images\7_414_1.gif

 

Eyring-Weibull Reliability Function

The Eyring-Weibull reliability function is given by:

 

images\7_415_1.gif

 

Conditional Reliability Function

The Eyring-Weibull conditional reliability function at a specified stress level is given by:

 

images\7_416_1.gif

 

or,

 

images\7_416_2.gif

 

Reliable Life

For the Eyring-Weibull relationship, the reliable life, images\tr3.gif, of a unit for a specified reliability and starting the mission at age zero is given by:

 

(9)     

images\7_417_9.gif

 

Eyring-Weibull Failure Rate Function

The Eyring-Weibull failure rate function, images\lambdal.gif(T), is given by:

 

images\7_418_1.gif

 

Parameter Estimation

Maximum Likelihood Estimation Method

The Eyring-Weibull log-likelihood function is composed of two summation portions,

 

images\7_421_1.gif

 

where:

 

·      images\fe.gif is the number of groups of exact times-to-failure data points.

·      images\ni2.gif is the number of times-to-failure data points in the images\ith.gif time-to-failure data group.

·      images\betab.gif is the Weibull shape parameter (unknown, the first of three parameters to be estimated).

·        A is the Eyring parameter (unknown, the second of three parameters to be estimated).

·        B is the second Eyring parameter (unknown, the third of three parameters to be estimated).

·      images\vi.gif is the stress level of the images\ith.gif group.

·      images\tsubi.gif is the exact failure time of the images\ith.gif group.

·        S is the number of groups of suspension data points.

·      images\nlinei.gif is the number of suspensions in the images\ith.gif group of suspension data points.

·      images\tlinei.gif is the running time of the images\ith.gif suspension data group.

 

The solution (parameter estimates) will be found by solving for the parameters images\betab.gif, A and B so that images\vbeta.gif = 0, images\va.gif = 0 and images\vb2.gif = 0 where,

 

images\7_421_2.gif

 

Example

Consider the following times-to-failure data at three different stress levels.

 

images\7_5ex.gif

 

The data set was analyzed jointly and with a complete MLE solution over the entire data set using ReliaSoft's ALTA yielding,

 

images\betahat.gif = 4.29186497,

images\ahat.gif = -11.08784624,

images\bhat.gif = 1454.08635742.

 

Once the parameters of the model are defined, other life measures can be directly obtained using the appropriate equations. For example, the MTTF can be obtained for the use stress level of 323K using,

 

images\7_5_1.gif

 

or,

 

images\7_5_2.gif

 

See Also:

Eyring Relationship

 

 

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