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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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Exponential distribution Distribution function: Density function:
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Exponential distribution (contd..) Where to use: Parameters:
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Exponential distribution (contd..) Example:
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Exponential distribution (contd..) Memoryless property:
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Reliability and failure rate Distribution of time to failure:
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Reliability and failure rate (contd..) Probability of survival until time t:
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Reliability and failure rate (contd..) Survival probability in the limit:
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Reliability and failure rate (contd..) How to estimate survival probability:
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Reliability and failure rate (contd..) How to estimate survival probability:
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Reliability and failure rate (contd..) Rate of failure of the components:
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Reliability and failure rate (contd..) Conditional probability of failure: Example Conditional probability of failure:
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Reliability and failure rate (contd..) Instantaneous failure rate or hazard rate:
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Reliability and failure rate (contd..) Hazard rate of the exponential distribution: Memoryless property: Example:
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Distribution types Increasing hazard rate distribution: Decreasing hazard rate distribution: Constant hazard rate distribution: Increasing/decreasing hazard rate distribution:
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Inverse bath tub curve Phase I: Decreasing failure rate Phase II: Constant failure rate Phase III: Increasing failure rate
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