Quick question about normal distributions

Click For Summary
SUMMARY

The discussion revolves around the statistical analysis of battery lifetimes for two types of batteries, Duxcell and Infinitycell, which are normally distributed. The Duxcell batteries have a mean lifetime of 10 minutes and a standard deviation of 2 minutes, while the Infinitycell batteries have a mean of 19 minutes and the same standard deviation. Participants calculated the probabilities of the Duxcell battery lasting longer than the Infinitycell and the Infinitycell lasting more than twice as long as the Duxcell. They also explored the cumulative lifetime of two Duxcell batteries used in sequence, emphasizing the importance of variance in calculations.

PREREQUISITES
  • Understanding of normal distribution and its properties
  • Knowledge of calculating probabilities using z-scores
  • Familiarity with variance and standard deviation in statistical contexts
  • Ability to perform operations with independent random variables
NEXT STEPS
  • Learn about the Central Limit Theorem and its implications for normal distributions
  • Study the concept of independent random variables and their combined distributions
  • Explore advanced probability techniques, including the use of moment-generating functions
  • Investigate real-world applications of normal distributions in reliability engineering
USEFUL FOR

Students studying statistics, data analysts, and anyone involved in reliability testing or performance analysis of products, particularly in engineering contexts.

doctordiddy
Messages
53
Reaction score
0

Homework Statement



You purchase a chainsaw, and can buy one of two types of batteries to power it, namely Duxcell and Infinitycell. Batteries of each type have lifetimes before recharge that can be assumed independent and Normally distributed. The mean and standard deviation of the lifetimes of the Duxcell batteries are 10 and 2 minutes respectively, the mean and standard deviation for the Infinitycell batteries are 19 and 2 minutes respectively.
Part a) What is the probability that a Duxcell battery will last longer than an Infinitycell battery? Give your answer to two decimal places.

Part b) What is the probability that an Infinitycell battery will last more than twice as long as a Duxcell battery? Give your answer to two decimal places.

Part c) You are going to cut down a large tree and do not want to break off from the job to recharge your chainsaw battery. You buy two Duxcell batteries, and plan to use one until it runs out of power, after which you immediately replace it with the second battery. How long (in minutes) can the job last so that with probability 0.75 you can complete the job using the two Duxcell batteries in sequence?

Provide your answer to 1 decimal place.

Homework Equations


[/B]
z=(x-mean)/StdDev

The Attempt at a Solution



Just wanted to verify something quickly, for part b I had to use sqrt(20) as my standard deviation. I got this because I added the standard deviation of each battery:
sqrt(2^2 (for the infinitycell) + 4^2 (for the duxcell))

Meanwhile for part c), the total standard deviation I used was sqrt(2^2 +2^2), since it is 2 for each (duxcell).

My question is, in part b I could simply double the duxcell battery standard deviation, while in c I had to treat each battery standard deviation separately, and first convert to variance before i could add them. Is this due to the difference between double the duration (part b) and two batteries in sequence (part c)?

Thanks
 
Physics news on Phys.org
doctordiddy said:

Homework Statement



You purchase a chainsaw, and can buy one of two types of batteries to power it, namely Duxcell and Infinitycell. Batteries of each type have lifetimes before recharge that can be assumed independent and Normally distributed. The mean and standard deviation of the lifetimes of the Duxcell batteries are 10 and 2 minutes respectively, the mean and standard deviation for the Infinitycell batteries are 19 and 2 minutes respectively.
Part a) What is the probability that a Duxcell battery will last longer than an Infinitycell battery? Give your answer to two decimal places.

Part b) What is the probability that an Infinitycell battery will last more than twice as long as a Duxcell battery? Give your answer to two decimal places.

Part c) You are going to cut down a large tree and do not want to break off from the job to recharge your chainsaw battery. You buy two Duxcell batteries, and plan to use one until it runs out of power, after which you immediately replace it with the second battery. How long (in minutes) can the job last so that with probability 0.75 you can complete the job using the two Duxcell batteries in sequence?

Provide your answer to 1 decimal place.

Homework Equations


[/B]
z=(x-mean)/StdDev

The Attempt at a Solution



Just wanted to verify something quickly, for part b I had to use sqrt(20) as my standard deviation. I got this because I added the standard deviation of each battery:
sqrt(2^2 (for the infinitycell) + 4^2 (for the duxcell))

Meanwhile for part c), the total standard deviation I used was sqrt(2^2 +2^2), since it is 2 for each (duxcell).

My question is, in part b I could simply double the duxcell battery standard deviation, while in c I had to treat each battery standard deviation separately, and first convert to variance before i could add them. Is this due to the difference between double the duration (part b) and two batteries in sequence (part c)?

Thanks

If ##X_d## is the Duxcell lifetime and ##X_i## is the Infinitycell lifetime, in part (b) you want to know ##P(X_i > 2 X_d)##, which is the same as ##P( X_i - 2X_d > 0)##. What can you say about the random variable ##Y = X_i - 2X_d##?
 

Similar threads

  • · Replies 4 ·
Replies
4
Views
2K
  • · Replies 8 ·
Replies
8
Views
4K
  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 6 ·
Replies
6
Views
3K
Replies
4
Views
3K
  • · Replies 2 ·
Replies
2
Views
8K
  • · Replies 8 ·
Replies
8
Views
2K
  • · Replies 3 ·
Replies
3
Views
1K
Replies
3
Views
2K
Replies
3
Views
5K