Title :
Optimal Predictive Maintenance Policy for Multi-State Deteriorating System under Periodic Inspections
Author :
Wang, Ning ; Sun, Shudong ; Si, Shubin ; Cai, Zhiqiang
Author_Institution :
Dept. of Ind. Eng., Northwestern Polytech. Univ., Xi´´an, China
Abstract :
This paper proposes a predictive maintenance model for multi-state Markov deteriorating system. In this model, a system subject to aging and fatal shocks and with states 0(initial condition)<;1<;2<;...<;L(failure condition) is described. Then, a control limit maintenance policy is proposed where the system is inspected periodical with period T to identify the system state and the action from {do-nothing, repair, replacement} is taken after that. The policy considers three maintenance variables (preventive maintenance threshold, failure threshold and inspection interval) to evaluate the long-time system availability. Furthermore, algorithms are developed to implement the optimal policies on Markov deteriorating system. Finally, the effectiveness and efficiency of the optimal policies is illustrated by numerical examples.
Keywords :
Markov processes; inspection; maintenance engineering; predictive control; shock control; Markov deteriorating system; fatal shocks; multi-state deteriorating system; optimal predictive maintenance policy; periodic inspection; Aging; Costs; Industrial engineering; Inspection; Manufacturing; Predictive maintenance; Predictive models; Preventive maintenance; State estimation; Sun;
Conference_Titel :
Intelligent Systems and Applications (ISA), 2010 2nd International Workshop on
Conference_Location :
Wuhan
Print_ISBN :
978-1-4244-5872-1
Electronic_ISBN :
978-1-4244-5874-5
DOI :
10.1109/IWISA.2010.5473654