Title :
Real time reliability analysis based on the performance degradation data and Bayesian method
Author :
Ma, Jiming ; Zhan, Xiaoyan ; Zeng, Shengkui
Author_Institution :
Sch. of Reliability & Syst. Eng., Beihang Univ., Beijing, China
Abstract :
Failure data is difficult to obtain for the product with high reliability. Through analyzing the performance degradation data, analysis result of reliability will be more reasonable than through traditional approach. A real time reliability evaluation method is developed utilizing the field data, which integrates the advantages of reliability evaluation method based on performance degradation data and Bayesian method. Firstly, the degradation model is created based on the history performance degradation data, and the parameters of the model are estimated as the prior information of Bayesian method; then the model is updated and the reliability is evaluated simultaneously; finally, a piston pump is selected as the study case to verify the validity of this method. Through utilizing the history data of the other same type products and field data of the individual product, the proposed method can fully describe the particularity, and the reliability evaluation result will become much more accurate with the accumulating of the field data.
Keywords :
Bayes methods; failure analysis; pistons; pumps; reliability; Bayesian method; failure data; performance degradation data; piston pump; real time reliability analysis; reliability evaluation method; type product reliability; Analytical models; Bayesian methods; Data models; Degradation; Real time systems; Reliability theory; Bayesian method; degradation; piston pump; real time; reliability analysis;
Conference_Titel :
Reliability, Maintainability and Safety (ICRMS), 2011 9th International Conference on
Conference_Location :
Guiyang
Print_ISBN :
978-1-61284-667-5
DOI :
10.1109/ICRMS.2011.5979239