Title :
On Discrete Failure Models
Author :
Padgett, W.J. ; Spurrier, John D.
Author_Institution :
Department of Statistics; University of South Carolina; Columbia, South Carolina 29208 USA.
Abstract :
In some situations, discrete failure ``time´´ distributions are appropriate to model ``lifetimes´´. For example, a discrete distribution is appropriate when a piece of equipment operates in cycles and the number of cycles prior to failure is observed. This paper provides three families of discrete parametric distributions which are versatile in fitting increasing, decreasing, and constant failure rate models to either uncensored or right-censored discrete life-test data. The maximum likelihood estimation of parameters, survival probabilities, and mean lifetime is investigated. The MLEs can be computed by simple numerical methods.
Keywords :
Hazards; Life estimation; Lifetime estimation; Maximum likelihood estimation; Parameter estimation; Parametric statistics; Probability distribution; Random variables; Reliability theory; Solid modeling; Decreasing failure rate; Discrete hazard function; Discrete life data; Increasing failure rate; Maximum likelihood estimation;
Journal_Title :
Reliability, IEEE Transactions on
DOI :
10.1109/TR.1985.5222137