Normal distribution - Examples Example 1 The lengths of the sardines received by a certain cannery is normally distributed with mean 4.62 inches and a standard deviation 0.23 inch. What percentage of all these sardines is between 4.35 and 4.85 inches long? Example 2 A baker knows that the daily demand for apple pies is a random variable which follows the normal distribution with mean 43.3 pies and standard deviation 4.6 pies. Find the demand which has probability 5% of being exceeded. Example 3 Suppose that the height of U CLA female students has normal distribution with mean 62 inches and standard deviation 8 inches. a. Find the height below which is the shortest 30% of the female students. b. Find the height above which is the tallest 5% of the female students. Example 4 A firm's marketing manager believes that total sales for next year will follow the normal distribution, with mean of $2.5 million and a standard deviation of $300, 000. a. What is the probability that the firm's sales will fall within $150000 of the mean? b. Determine the sales level that has only a 9% chance of being exceeded next year. Example 5 To avoid accusations of sexism in a college class equally populated by male and female students, the professor flips a fair coin to decide whether to call upon a male or female student to answer a question directed to the class. The professor will call upon a female student if a tails occurs. Suppose the professor does this 1000 times during the semester. a. What is the probability that he calls upon a female student at least 530 times? b. What is the probability that he calls upon a female student at most 480 times? c. What is the probability that he calls upon a female student exactly 510 times? Example 6 M EN SA is an organization whose members possess IQs in the top 2% of the population. a. If IQs are normally distributed, with mean 100 and a standard deviation of 16, what is the minimum IQ required for admission to M EN SA? b. If three individuals are chosen at random from the general population what is the probability that all three satisfy the minimum requirement for M EN SA? Example 7 A manufacturing process produces semiconductor chips with a known failure rate 6.3%. Assume that chip failures are independent of one another. You will be producing 2000 chips tomorrow. a. Find the expected number of defective chips produced. b. Find the standard deviation of the number of defective chips. c. Find the probability (approximate) that you will produce less than 135 defects. 11 EXERCISE 8 Suppose that the height (X) in inches, of a 25-year-old man is a normal random variable with mean = 70 inches. If P (X 79) = 0.025 what is the standard deviation of this random normal variable? EXERCISE 9 Suppose that the weight (X) in pounds, of a 40-year-old man is a normal random variable with standard deviation = 20 pounds. If 5% of this population is heavier than 214 pounds what is the mean of this distribution? Problem 10 At Heinz ketchup factory the amounts which go into bottles of ketchup are supposed to be normally distributed with mean 36 oz. and standard deviation 0.1 oz. Once every 30 minutes a bottle is selected from the production line, and its contents are noted precisely. If the amount of the bottle goes below 35.8 oz. or above 36.2 oz., then the bottle will be declared out of control. a. If the process is in control, meaning = 36 oz. and = 0.1 oz., find the probability that a bottle will be declared out of control. b. In the situation of (a), find the probability that the number of bottles found out of control in an eight-hour day (16 inspections) will be zero. c. In the situation of (a), find the probability that the number of bottles found out of control in an eight-hour day (16 inspections) will be exactly one. d. If the process shifts so that = 37 oz and = 0.4 oz, find the probability that a bottle will be declared out of control. Problem 11 Suppose that a binary message -either 0 or 1- must be trasmitted by wire from location A to location B. However, the data sent over the wire are subject to a channel noise disturbance, so to reduce the possibilty of error, the value 2 is sent over the wire when the message is 1 and the value -2 is sent when the message is 0. If x, x = 2, is the value sent from location A, then R, the value received at location B, is given by R = x + N , where N is the channel noise disturbance. When the message is received at location B the receiver decodes it according to the following rule: If R 0.5, then 1 is concluded If R 79) = 0.025 what is the standard deviation of this random normal variable? b. Suppose that the weight (X) in pounds, of a 40-year-old man is a normal random variable with standard deviation = 20 pounds. If 5% of this population weigh less than 160 pounds what is the mean of this distribution? c. Find an interval that covers the middle 95% of X N (64, 8). 15 Problem 4 A bag of cookies is underweight if it weighs less than 500 grams. The filling process dispenses cookies with weight that follows the normal distribution with mean 510 grams and standard deviation 4 grams. a. What is the probability that a randomly selected bag is underweight? b. If you randomly select 5 bags, what is the probability that exactly 2 of them will be underweight? 16