Introduction to Reliability Analysis
Course Topics
Role of reliability analysis in engineering (Groer and Leon)
Basics concept and terminology (Groer)
- Hazard rate
- Reliability function
- Cumulative distribution function
- Cumulative hazard function
- Bathtub curve
Failure times models and their motivation(Groer)
- Exponential
- Weibull and Gumbel
- Normal and lognormal
- Gamma
- Generalized Gamma
Fixed mission time reliability analysis (Groer)
- Military standard definition of reliability
- Binomial
- Hypergeometric
- Poisson
Simple methods for analyzing failure data (Leon)
- Method of moments
- Empirical reliability function
- Probability plotting for uncensored data
- Kaplan-Meier estimator for right censored data
- Probability plotting for right censored data
- Comparison of populations
- Simple competing risk model
Maximum likelihood estimation (Leon)
- Exponential
- Variance-Covariance matrix
- Numerical calculation of the MLE for the Weibull
- Delta Method for functions of the parameters
- Likelihood ration tests
Failure time models with covariates (Leon)
- Accelerated life models
- Life testing with temperature acceleration
- Life testing with voltage acceleration
- Diagnostic plots
Bayesian Methods (Groer)
- Basic concepts
- Exponential
- Conjugate priors
- Weibull
- Bayes factors
- Prediction ( Residual Life )
System reliability (Groer)
- Series systems
- Parallel systems
- k-out-n systems
- General Reliability block diagrams
- Approximate reliability calculations based on cut sets
Availability and Markov Models (Leon)
- Duplex system with two repair persons
- Duplex system with one repair person