Let X denote the lifetime of a component, with f(x) and F(x) the pdf and cdf of
Question:
Let X denote the lifetime of a component, with f(x) and F(x) the pdf and cdf of X. The probability that the compo- nent fails in the interval (x, x + Ax) is approximately f(x) Ax The conditional probability that it fails in (x,xAx) given that it has lasted at least x is f(x) Ax/[1 F(x)] Dividing this by Ax produces the failure rate function: r(x) = f(x) 1 - F(x)
An increasing failure rate function indicates that older components are increasingly likely to wear out, whereas a decreasing failure rate is evidence of increasing reliability with age. In practice, a "bathtub-shaped" failure is often assumed.
a. If X is exponentially distributed, what is r(x)?
b. If X has a Weibull distribution with parameters a and B. what is r(x)? For what parameter values will r(x) be increasing? For what parameter values will r(x) de- crease with x?
c. Since r(x) = -(d/dx)In[1 - F(x)], In[1 - F(x)] = - fr(x)dx. Suppose r(x) = 0 x B otherwise so that if a component lasts hours, it will last forever (while seemingly unreasonable, this model can be used to study just "initial wearout"). What are the cdf and pdf of X?
Step by Step Answer:
Probability And Statistics For Engineering And The Sciences
ISBN: 9781133169345
8th Edition
Authors: Jay L Devore, Roger Ellsbury