In: Civil Engineering
Data from the past shows that on average, a ready-mixed concrete plant receives 100 orders for concrete every year. The maximum number of orders that the plant can fulfil each week is 2.
(a) What is the probability that in a given week the plant cannot fulfil all the placed orders?
(b) Assume the answer to part (a) is 20% (It is not; I just want to make sure that everybody uses the same number for part (b)). Suppose there are 5 of such plants. What is the probability that in a given week 2 of the plants cannot fulfill their orders?
In a year total number of orders = 100
Number of weeks in a year = 52 (assume a normal year)
So average # of orders/week = 100/52 = 1.923
Maximum number of orders per week = 2
So we need to find the probabilityof the No of orders/week being less than 1.92 or i.e between 0 and 1.91
The number of orders per week has a minimum value of 0,a maximum value of 2 and a mean value of 1.92
So calculate standard deviation given min =0, max =2, and mean = 1.92
Only three values are possible for # of orders 0,1,2. So we compute the std. deviation as follows, find the mean, do (mean - value)
# of orders | Mean | (Value - mean)2 |
0 | 1.92 | 3.6864 |
1 | 1.92 | 0.8464 |
2 | 1.92 | 0.0064 |
average | 1.5131 | |
std. dev | 1.2301 |
So std. deviation of the # or orders = 1.2301
Now use Central Limit method to find the probability that 52 times the # of orders falls between 0 and 1, because if it is more than 1, then it has to be two
So compute the Z scores for 0 andn 1 given that Mean = 1.92 and Std. dev =1.2301
Z0 = [(0-1.92)]/1.2301/sqrt(52) = -1.92 *sqrt(52)/1.2301 = -11.2554
Z1.92 = [(1-.92)]/1.2301/sqrt(52) = 0.4689
Use normal cdf to calculate normal cdf(-11.2554, 0.4689)
You can do it in excel using normaldist function
normdist(-11.2554, using mean = 1.92, std.dev =1.2301) = 4.527 *10-27
normdist(0.4689, using mean = 1.92, std.dev =1.2301) = .11906
Therefore subtracting both we have
probability that in a given week, plant cannot full allthe placed orders = .11906
Probability of two plans having failed orders = 2/5 * .11906 = 0.0476