In: Statistics and Probability
5. The lifetime of a car battery can be modeled as a Weibull distribution with a=0.9. a) If the probability that a battery works longer than 10 years is 0.45, find the value of the parameter λ? b) What is the time to which 75% of the battery work?
SOLUTION:
From given data,
5. The lifetime of a car battery can be modeled as a Weibull distribution with a=0.9.
a Weibull distribution with a=0.9
a) If the probability that a battery works longer than 10 years is 0.45, find the value of the parameter λ?
Let X be the lifetime of a car battery.
Probability that a car battery works longer than 10 years is 0.45.
=> P(X > 10) = 0.45
=> exp(-(x / λ)a) = 0.45
=> exp(-(10 / λ)0.9) = 0.45
=> -(10 / λ)0.9 = log(0.45)
=> -(10 / λ)0.9 = -0.34678
=> 10 / λ = 0.346781/0.9
=> 10 / λ = 0.30828
=>λ = 10 / 0.30828 = 32.438
(b) What is the time to which 75% of the battery work?
75% = 75/100 = 0.75
Let t be time to which 75% of the battery work. Then,
P(X < t) = 0.75
=> P(X > t) = 1 - 0.75 = 0.25
=> exp(-(x / λ )a) = 0.25
=> exp(-(x / 32.438)0.9) = 0.25
=> -(x / 32.438)0.9 = log(0.25)
=> -(x / 32.438)0.9 = -0.602059
=> x / 32.438= 0.6020591/0.9
=> x / 32.438= 0.56905
=> x = 32.438* 0.56905= 18.4588