| 761Reliability and Life Testing.
(3) (Prereq. or Coreq: STAT 703 or 713) The various probability models
and theory of inference used in reliability and life testing, including
classes of life distributions, maintenance and replacement models, parametric
and nonparametric theory, censoring.
Course Homepage: Blackboard
Usually Offered: Summer I Semester in odd years
(over the summer periods)
Purpose: To expose the student to the basic
concepts of reliability models and statistical inference for various
probability models and methods used in life testing and reliability
assessment, including parametric and nonparametric models, graphical
methods, and classical and Bayesian inference procedures.
Current Textbook: Reliability Modelling: A
Statistical Approach, Linda C. Wolstenholme, Chapman &
Hall/CRC, 1999. Supplementary notes are also typically handed out.
| Topics Covered |
Chapters |
Time |
| Introduction and
Definitions of Reliability |
1 |
0.5 weeks |
Lifetime distributions
- Representations and interpretations, continuous and
discrete
lifetime models, system lifetimes, classes.Parametric
Models - Exponential, Weibull,
extreme value, gamma, lognormal, etc. |
2 |
1 week |
Reliability of coherent
systems - series, parallel, k-out-of-n, pivotal
decomposition, minimum cuts
and paths, reliability bounds, etc. |
6 |
1.2 weeks |
| Nonparametric
Reliability Estimation - Censored data; the Kaplan-Meier
- PL estimator. |
3 |
1.3 weeks |
| Parametric models and
inference based on likelihood methods. |
4, 9 |
1.4 weeks |
| Repairable systems. |
5 |
0.3 weeks |
Graphical methods -
probability plotting with uncensored and censored data,
PL estimator
total time on test plots, quantile-quantile plots,
Weibull plots. |
3, handouts |
0.8 weeks |
| Other topics -
Reliability demonstrations tests, Accelerated life tests, Stress-strength models. |
9.3,9.8,9.11,10.3,7.5-7.8 |
0.9 weeks |
Bayesian methods -
Review of prior and posterior distributions, loss
functions,
Bayes estimator of reliability, etc. |
10.8 |
0.6 weeks |
Contact Faculty: Francisco Vera, Edsel A. Peña
(Last Updated: July 11, 2008)
|