Arrhenius Exponential

The pdf for the Arrhenius relationship and the exponential distribution is given next.

 

The pdf of the 1-parameter exponential distribution is given by:

 

(3)     

images\6_3_3.gif

 

It can be easily shown that the mean life for the 1-parameter exponential distribution (presented in detail in the Life Distributions chapter) is given by:

 

(4)     

images\6_3_4.gif

thus,

 

(5)     

images\6_3_5.gif

 

The Arrhenius-exponential model pdf can then be obtained by setting m = L(V) in Eqn. (1). Therefore,

 

images\6_3_6.gif

 

Substituting for m in Eqn. (5) yields a pdf that is both a function of time and stress or,

 

images\6_3_7.gif

 

Arrhenius Exponential Statistical Properties Summary

Mean or MTTF

The mean, images\tline.gif, or mean time to failure (MTTF) of the Arrhenius-exponential is given by:

 

(6)     

images\6_311_6.gif

 

Median

The median, images\tu.gif, of the Arrhenius-exponential is given by:

 

images\6_312_1.gif

 

Mode

The mode, images\twave.gif, of the Arrhenius-exponential is given by:

 

images\6_313_1.gif

 

Standard Deviation

The standard deviation, images\ot.gif, of the Arrhenius-exponential is given by:

 

images\6_314_1.gif

 

Arrhenius-Exponential Reliability Function

The Arrhenius-exponential reliability function is given by:

 

images\6_315_0.gif

 

This function is the complement of the Arrhenius-exponential cumulative distribution function or,

 

images\6_315_1.gif

 

and

 

images\6_315_2.gif

 

Conditional Reliability

The Arrhenius-exponential conditional reliability function is given by:

 

images\6_316_0.gif

 

Reliable Life

For the Arrhenius-exponential, the reliable life, or the mission for a desired reliability goal, images\tr2.gif, is given by:

 

images\6_317_1.gif

 

or

 

images\6_317_2.gif

 

Parameter Estimation

Maximum Likelihood Estimation Method

The log-likelihood function for the exponential distribution is composed of two summation portions shown next.

 

images\6_321_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 in the images\ith.gif time-to-failure data group.

·      images\lambdal.gif is the failure rate parameter (unknown).

·      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.

 

Substituting the Arrhenius-exponential model into the log-likelihood function yields,

 

(7)     

images\6_321_7.gif

 

The solution (parameter estimates) will be found by solving for the parameters images\bhat.gif,

images\chat.gif so that images\vb2.gif = 0 and images\vc.gif = 0, where,

 

images\6_321_2.gif

See Also:

Arrhenius Relationship

 

 

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