DocumentCode
555694
Title
Performance evaluation method of remaining useful life prediction based on pseudo life
Author
Shi, Jun-You ; Shi, Meng ; Wang, Lu ; Li, Jin-zhong
Author_Institution
Sch. of Reliability & Syst. Eng., Beijing Univ. of Aeronaut. & Astronaut., Beijing, China
Volume
Part 2
fYear
2011
fDate
3-5 Sept. 2011
Firstpage
1118
Lastpage
1122
Abstract
Based on analyzing existing metrics for prediction performance evaluation, features and defects of these metrics are summarized. A new performance evaluation method of remaining useful life (RUL) prediction is proposed, which can be used before the end-of-life of a product. The evaluation principle of this method is described in detail. A new evaluation metric named fluctuation coefficient of pseudo life is also proposed on the basis of related definitions. This new metric can be used in integrated evaluation for a prediction system. The detailed evaluation flow of this method is given. Finally, a case of RUL prediction for aircraft battery is given, and quantitative performance evaluation of RUL prediction is made by calculating this evaluation metric. The evaluation results show this new method is feasible and effective.
Keywords
avionics; durability; remaining life assessment; RUL prediction; aircraft battery; fluctuation coefficient; integrated evaluation; performance evaluation metric; prediction performance evaluation method; product end of life; pseudo life; remaining useful life prediction; Data models; Load modeling; Mathematical model; Performance evaluation; Predictive models; Prognostics and health management; Actual value; RUL; consumption life; performance evaluation; predicted value; pseudo life;
fLanguage
English
Publisher
ieee
Conference_Titel
Industrial Engineering and Engineering Management (IE&EM), 2011 IEEE 18Th International Conference on
Conference_Location
Changchun
Print_ISBN
978-1-61284-446-6
Type
conf
DOI
10.1109/ICIEEM.2011.6035352
Filename
6035352
Link To Document