Math Problem Statement
The time in days between breakdowns of a machine is exponentially distributed with the parameter lambda = 0.2 What is the expected time and standard deviation of the time between machine breakdowns?
Solution
The exponential distribution has the following key properties for a given rate parameter :
-
Expected Value (Mean):
-
Standard Deviation:
Given , let's calculate these values:
1. Expected Time Between Breakdowns:
2. Standard Deviation of Time Between Breakdowns:
Final Answer:
- Expected Time:
- Standard Deviation:
Would you like more details or have any questions?
Here are 5 related questions you might explore:
- How is the exponential distribution used in reliability analysis?
- What is the probability that the machine breaks down within 3 days?
- What is the cumulative distribution function (CDF) of this exponential distribution?
- How can this information be used to plan maintenance schedules?
- What is the memoryless property of the exponential distribution?
Tip: For exponentially distributed events, the mean and standard deviation are always the same!
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Math Problem Analysis
Mathematical Concepts
Probability
Exponential Distribution
Expected Value
Standard Deviation
Formulas
E(X) = 1 / λ
σ = 1 / λ
Theorems
Properties of the Exponential Distribution
Suitable Grade Level
Grades 11-12
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