Title :
Uncertainty processing in prognostics and health management: An overview
Author :
Liu, Datong ; Luo, Yue ; Peng, Yu
Author_Institution :
Autom. Test & Control Inst., Harbin Inst. of Technol., Harbin, China
Abstract :
Uncertainty representation and management are important in prognostics and health management (PHM). This paper first introduces concept of uncertainty as well as the importance of uncertainty in PHM. And the processing of uncertainty is mainly summarized, containing the uncertainty representation, estimation and management. The main approaches for uncertainty processing, such as probability theory, fuzzy set theory, evidence theory and rough set theory are analyized systematically in detail.
Keywords :
fault diagnosis; fuzzy set theory; probability; rough set theory; uncertainty handling; evidence theory; fuzzy set theory; health management; probability theory; prognostics; rough set theory; uncertainty management; uncertainty processing; uncertainty representation; D-S evidence theory; Fuzzy uncertainty theory; Probability theory; Prognostics and health management; Rough uncertainty theory; Uncertainty;
Conference_Titel :
Prognostics and System Health Management (PHM), 2012 IEEE Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4577-1909-7
Electronic_ISBN :
2166-563X
DOI :
10.1109/PHM.2012.6228860