Title :
Piecewise NHPP models with maximum likelihood estimation for repairable systems
Author :
Guo, Huairui ; Mettas, Adamantios ; Sarakakis, Georgios ; Niu, Pengying
Author_Institution :
ReliaSoft Corp., Tucson, AZ, USA
Abstract :
Non-homogeneous Poisson process (NHPP) models are widely used for repairable system analysis. Different NHPP models have been developed for different applications. It has been noticed that almost all the existing models apply only a single model for the entire system development or operation period. However, in some circumstances, such as when the system design or the system operation environment experiences major changes, a single model will not be appropriate to describe the failure behavior for the entire timeline. In this paper, we proposed a piecewise NHPP model for repairable systems with multiple stages. The maximum likelihood estimation (MLE) for the model parameters is also provided.
Keywords :
maintenance engineering; maximum likelihood estimation; modelling; stochastic processes; entire system development; failure behavior; maximum likelihood estimation; piecewise nonhomogeneous Poisson process models; repairable system analysis; system design; system operation environment; Books; Failure analysis; H infinity control; Least squares approximation; Maximum likelihood estimation; Parameter estimation; Software reliability; System analysis and design; Upper bound; Vehicles; maximum likelihood estimation; piecewise NHPP model; repairable system;
Conference_Titel :
Reliability and Maintainability Symposium (RAMS), 2010 Proceedings - Annual
Conference_Location :
San Jose, CA
Print_ISBN :
978-1-4244-5102-9
Electronic_ISBN :
0149-144X
DOI :
10.1109/RAMS.2010.5448029