Exercise
Computer maintenance costs for a department are modeled as follows:
- The distribution of the number of maintenance calls each machine will need in a year is Poisson with mean 3.
- The cost for a maintenance call has mean 80 and standard deviation 200.
- The number of maintenance calls and the costs of the maintenance calls are all mutually independent.
The department must buy a maintenance contract to cover repairs if there is at least a 10% probability that aggregate maintenance costs in a given year will exceed 120% of the expected costs.
Calculate the minimum number of computers needed to avoid purchasing a maintenance contract using the normal approximation for the distribution of the aggregate maintenance costs.
- 80
- 90
- 100
- 110
- 120
Key: C
Let [math]N=[/math] number of computers in department
Let [math]X=[/math] cost of a maintenance call
Let [math]S=[/math] aggregate cost
[math]\operatorname{Var}(X)=[\operatorname{Standard~Deviation~}(X)]^{2}=200^{2}=40,000[/math]
[math]\operatorname{E}(X^{2})=\operatorname{Var}(X)+[\operatorname{E}(X)]^{2} =40,000+80^{2}=46,400[/math]
[math]\operatorname{E}(S)=N \lambda \operatorname{E}(X)=N(3)(80)=240 N[/math]
[math]\operatorname{Var}(S)=N \lambda \times \operatorname{E}(X^{2})=N(3)(46,400)=139,200 N[/math]
We want