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Exponential Probability Density Function Calculator

Exponential PDF Formula:

\[ f(x) = \lambda e^{-\lambda x} \]

1/time
time

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1. What is the Exponential Probability Density Function?

The exponential probability density function describes the time between events in a Poisson process, where events occur continuously and independently at a constant average rate. It's commonly used in reliability engineering and queuing theory.

2. How Does the Calculator Work?

The calculator uses the exponential PDF formula:

\[ f(x) = \lambda e^{-\lambda x} \]

Where:

Explanation: The function gives the probability density at point x for a process with rate λ.

3. Importance of Exponential PDF

Details: The exponential distribution is crucial for modeling time-to-failure data, radioactive decay, and inter-arrival times in queuing systems.

4. Using the Calculator

Tips: Enter λ (must be positive) and x (must be non-negative). The calculator will return the probability density at point x.

5. Frequently Asked Questions (FAQ)

Q1: What's the relationship between exponential and Poisson distributions?
A: The exponential distribution describes the time between Poisson events, while Poisson describes the number of events in a fixed interval.

Q2: What's the mean of an exponential distribution?
A: The mean is 1/λ, and the standard deviation is also 1/λ.

Q3: What's the memoryless property?
A: The exponential distribution is memoryless - the probability of an event occurring in the next interval is independent of how much time has already elapsed.

Q4: When is the exponential distribution not appropriate?
A: When events are not independent or the rate varies over time.

Q5: How is this related to reliability engineering?
A: It's used to model failure rates of components with constant failure rates (the "useful life" period in bathtub curves).

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