A component is produced on one of 4 production lines. All production lines will
ID: 3332933 • Letter: A
Question
A component is produced on one of 4 production lines. All production lines will produce the parts at the same rate, i.e. probability of a single part coming from any one production line is 25%. Historically, each production line has a history of producing parts at a 2.5% defect rate. Production Line 1 produced parts for a short period of time with a 5% defect rate. Unfortunately, the manufacturer shipped the parts before learning of the issue on Production Line i. The customer tested 3 of the fuses and found 1 defect What is the probability that the lot of parts came from Production Line 1? (Hint: You will also need to use the Binomial distribution to determine the conditional probability of the defective part:s coming off the different production lines, e.g:Explanation / Answer
Ans:
First use Binomial distribution for conditional probabilites of 1 defective from respective lines:
P(1 defect/line1)=3C1*0.051*0.952=0.1354
P(1 defect/line 2)=3C1*0.0251*0.952=0.0677
P(1 defect/line 3)=3C1*0.0251*0.952=0.0677
P(1 defect/line 4)=3C1*0.0251*0.952=0.0677
P(line 1)=P(line 2)=P(line 3)=P(line 4)=0.25
Now use Bayes Therom to calculate:
P(line 1/1 defect)=(0.1354*0.25)/[0.25*0.1354+0.25*0.0677+0.25*0.0677+0.25*0.0677]
=0.1354/[0.1354+0.0677+0.0677+0.0677]
=0.1354/0.3385
=0.4
So,the probabilty that lot of parts came from line 1=0.4
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