Defective Bulbs Probability in Manufacturing Units
A factory has a total of three manufacturing units, , and , which produce bulbs independent of each other. The units , and produce bulbs in the proportions of , respectively. It is known that of the bulbs produced in the factory are defective. It is also known that, of all the bulbs produced by , are defective. Suppose that, if a randomly chosen bulb produced in the factory is found to be defective, the probability that it was produced by is .
If a bulb is chosen randomly from the bulbs produced by , then the probability that it is defective is __________.
Step-by-Step Solution
Let , and denote the events that a randomly chosen bulb was manufactured by unit , and , respectively. Let denote the event that a randomly chosen bulb is defective.
From the given proportions of production , the probabilities of selecting a bulb from each unit are:
We are given the overall probability of a defective bulb in the factory:
We are also given the conditional probability of a defective bulb given it is from :
It is given that if a bulb chosen at random is defective, the probability that it was produced by is :
Using Bayes' Theorem:
Substitute the known values into the equation:
Simplifying the right-hand side:
Now, applying the Law of Total Probability for :
Substituting the known probabilities:
Convert all fractions on the right side to a common denominator of :
Subtracting from both sides:
Multiply both sides by :
Thus, if a bulb is chosen randomly from the bulbs produced by , the probability that it is defective is (or ).