Math Problem Statement
Solution
This problem is about the exponential distribution with a given mean, and it asks for the probability that the maintenance time exceeds 3 hours. Let me guide you through the solution.
Key Information:
- The maintenance time follows an exponentially distributed random variable.
- The mean of the exponential distribution is 2 hours.
- You need to find the probability that the repair time lasts more than 3 hours.
Step-by-Step Solution:
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Exponential Distribution Formula: The probability density function (PDF) for an exponential distribution with parameter (rate parameter) is: where is the time, and . In this case, the mean is 2 hours, so:
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Required Probability: The probability that the repair lasts more than 3 hours is given by: For an exponential distribution, this simplifies to: Substituting :
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Comparing with Options: The probability expression matches the option b.
Final Answer:
The correct option is b: .
Would you like more details or have any further questions? Here are some related questions to deepen your understanding:
- How does the exponential distribution differ from other continuous distributions?
- What does the rate parameter represent in an exponential distribution?
- How would the result change if the mean time was 3 hours instead of 2?
- What is the cumulative distribution function (CDF) for an exponential distribution?
- How can exponential distribution be applied in real-life scenarios, such as reliability analysis?
Tip: Remember, the exponential distribution is memoryless, which means the probability of something lasting an additional time does not depend on how long it has already lasted.
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Math Problem Analysis
Mathematical Concepts
Probability
Exponential Distribution
Formulas
P(T > t) = e^{-λt}, where λ = 1 / mean
For exponential distribution with mean µ, λ = 1/µ
Theorems
Exponential Distribution Probability Calculation
Suitable Grade Level
Undergraduate, Statistics/Mathematics
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