TY - JOUR
T1 - Condition based maintenance optimization for multi-component systems using proportional hazards model
AU - Tian, Zhigang
AU - Liao, Haitao
N1 - Funding Information:
This research is supported in part by the Natural Sciences and Engineering Research Council of Canada (NSERC), and by the U.S. National Science Foundation under Grant CMMI-0954667 . We appreciate very much the help from OMDEC Inc. for providing the condition monitoring data used in the case study.
PY - 2011/5
Y1 - 2011/5
N2 - The objective of condition based maintenance (CBM) is typically to determine an optimal maintenance policy to minimize the overall maintenance cost based on condition monitoring information. The existing work reported in the literature only focuses on determining the optimal CBM policy for a single unit. In this paper, we investigate CBM of multi-component systems, where economic dependency exists among different components subject to condition monitoring. The fixed preventive replacement cost, such as sending a maintenance team to the site, is incurred once a preventive replacement is performed on one component. As a result, it would be more economical to preventively replace multiple components at the same time. In this work, we propose a multi-component system CBM policy based on proportional hazards model (PHM). The cost evaluation of such a CBM policy becomes much more complex when we extend the PHM based CBM policy from a single unit to a multi-component system. A numerical algorithm is developed in this paper for the exact cost evaluation of the PHM based multi-component CBM policy. Examples using real-world condition monitoring data are provided to demonstrate the proposed methods.
AB - The objective of condition based maintenance (CBM) is typically to determine an optimal maintenance policy to minimize the overall maintenance cost based on condition monitoring information. The existing work reported in the literature only focuses on determining the optimal CBM policy for a single unit. In this paper, we investigate CBM of multi-component systems, where economic dependency exists among different components subject to condition monitoring. The fixed preventive replacement cost, such as sending a maintenance team to the site, is incurred once a preventive replacement is performed on one component. As a result, it would be more economical to preventively replace multiple components at the same time. In this work, we propose a multi-component system CBM policy based on proportional hazards model (PHM). The cost evaluation of such a CBM policy becomes much more complex when we extend the PHM based CBM policy from a single unit to a multi-component system. A numerical algorithm is developed in this paper for the exact cost evaluation of the PHM based multi-component CBM policy. Examples using real-world condition monitoring data are provided to demonstrate the proposed methods.
KW - Condition based maintenance
KW - Economic dependency
KW - Multi-component systems
KW - Proportional hazards model
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U2 - 10.1016/j.ress.2010.12.023
DO - 10.1016/j.ress.2010.12.023
M3 - Article
AN - SCOPUS:79951813084
SN - 0951-8320
VL - 96
SP - 581
EP - 589
JO - Reliability Engineering and System Safety
JF - Reliability Engineering and System Safety
IS - 5
ER -