Title :
Remaining useful life estimation for degradation and shock processes
Author :
Haikun Wang ; Yu Liu ; Zheng Liu ; Zhonglai Wang ; Hong-Zhong Huang
Author_Institution :
Sch. of Mech., Electron., & Ind. Eng., Univ. of Electron. Sci. & Technol. of China, Chengdu, China
Abstract :
Remaining useful life (RUL) estimation by monitoring in-situ health of components and systems permits decision-makings in the condition based maintenance policy relying on actual operational states. In this paper, we consider systems subject to competing failures, and determine the remaining useful life distribution at the end of monitoring time. Soft failures consider both the degradation and damage from a shock process to the system, whereas, the hard failures are based on shock process. Both failures are connected by the ratio constant between damages and loads. The particle filter is applied for the statement estimation and online prediction of remaining useful life based on degradation and shock failure risks in the framework of prognostics and health management (PHM). A Micro-Electro-Mechanical System example demonstrates numerical analysis.
Keywords :
condition monitoring; maintenance engineering; particle filtering (numerical methods); remaining life assessment; shock absorbers; PHM; RUL estimation; condition based maintenance policy; degradation; hard failure; health management; micro-electro-mechanical system; online prediction; particle filter; prognostics; ratio constant; remaining useful life distribution; remaining useful life estimation; shock failure risk; shock process; soft failure; statement estimation; Degradation; Electric shock; Maintenance engineering; Mathematical model; Particle filters; Prognostics and health management; Reliability; degradation and shock processes; particle filter; remaining useful life;
Conference_Titel :
Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE), 2013 International Conference on
Conference_Location :
Chengdu
Print_ISBN :
978-1-4799-1014-4
DOI :
10.1109/QR2MSE.2013.6625917