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CSE 221: Probabilistic Analysis of Computer Systems Topics covered: Exponential distribution Reliability and failure rate (Sec. 3.2-3.3)

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Presentation on theme: "CSE 221: Probabilistic Analysis of Computer Systems Topics covered: Exponential distribution Reliability and failure rate (Sec. 3.2-3.3)"— Presentation transcript:

1 CSE 221: Probabilistic Analysis of Computer Systems Topics covered: Exponential distribution Reliability and failure rate (Sec. 3.2-3.3)

2 Exponential distribution  Distribution function:  Density function:

3 Exponential distribution (contd..)  Where to use:  Parameters:

4 Exponential distribution (contd..)  Example:

5 Exponential distribution (contd..)  Memoryless property:

6 Reliability and failure rate  Distribution of time to failure:

7 Reliability and failure rate (contd..)  Probability of survival until time t:

8 Reliability and failure rate (contd..)  Survival probability in the limit:

9 Reliability and failure rate (contd..)  How to estimate survival probability:

10 Reliability and failure rate (contd..)  How to estimate survival probability:

11 Reliability and failure rate (contd..)  Rate of failure of the components:

12 Reliability and failure rate (contd..)  Conditional probability of failure: Example  Conditional probability of failure:

13 Reliability and failure rate (contd..)  Instantaneous failure rate or hazard rate:

14 Reliability and failure rate (contd..)  Hazard rate of the exponential distribution:  Memoryless property:  Example:

15 Distribution types  Increasing hazard rate distribution:  Decreasing hazard rate distribution:  Constant hazard rate distribution:  Increasing/decreasing hazard rate distribution:

16 Inverse bath tub curve  Phase I: Decreasing failure rate  Phase II: Constant failure rate  Phase III: Increasing failure rate


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