Identifying Candidate Distributions
Identifying candidate distributions is both an art and a science. An understanding of the failure process, knowledge of the characteristics of the theoretical distributions, and a statistical analysis of the data will assist in selecting a failure or repair distribution. One suggested approach is given below:
- Construct a histogram of the failure or repair times.
- Compute descriptive statistics.
- Analyse the empirical failure rate.
- Use prior knowledge of the failure process.
- Use properties of the theoretical distribution.
- Construct a probability plot.
- Examine the Goodness of fit.