Title :
Study on the prediction of Remaining Useful Life of large equipment based on the similarity metric of Health Index
Author :
Wang, Bo ; Zhang, Li ; He, Xuliang
Author_Institution :
Sch. of Software, Tsinghua Univ., Beijing, China
Abstract :
The concept of Prognostic and Health Management (PHM) on machinery attracts a lot of attention during these years, as a key technique of PHM, the prediction of Remaining Useful Life (RUL) of equipment is well studied. As a method with reasonable assumption, Health Index (HI) is successfully applied in RUL prediction. However, in the scenario of large mechanical equipment, there are some disadvantages in tradition HI method. So the notion of Core State is raised and some improvements are introduced, and furthermore, a unified framework for the RUL prediction of large equipment, which mainly based on similarity metric of HI, is then presented. Finally, the proposed idea was carried out through a real-data experiment. The result indicated the signification effect of Core State in RUL prediction and verified the validity of the framework as well.
Keywords :
condition monitoring; machinery production industries; remaining life assessment; core state; health index; large equipment; prognostic and health management; remaining useful life; similarity metric; Helium; Machinery; Management information systems; Prognostics and health management; Project management; Systems engineering and theory; Health Index; Prognostic; Remaining Useful Life; Similarity Metric;
Conference_Titel :
Mechanic Automation and Control Engineering (MACE), 2010 International Conference on
Conference_Location :
Wuhan
Print_ISBN :
978-1-4244-7737-1
DOI :
10.1109/MACE.2010.5535348