DocumentCode :
34915
Title :
Research on Multiobjective Group Decision-Making in Condition-Based Maintenance for Transmission and Transformation Equipment Based on D-S Evidence Theory
Author :
Huifang Wang ; Dongyang Lin ; Jian Qiu ; Leilei Ao ; Zhendong Du ; Benteng He
Author_Institution :
Dept. of Electr. Eng., Zhejiang Univ., Hangzhou, China
Volume :
6
Issue :
2
fYear :
2015
fDate :
Mar-15
Firstpage :
1035
Lastpage :
1045
Abstract :
Aiming at eliminating the current drawbacks that exists in condition-based maintenance (CBM) decision-making, such defects as single objective model, difficulty in controlling the process, and individual rather than group decision-making, this paper proposed a multiobjective group decision-making CBM model based on Dempster-Shafer (D-S) evidence theory by establishing maintenance decision-making framework, setting index system and quantifying all the indices. The model takes decision-making indices as evidence sources and maintenance schemes as knowledge framework, solving the problem of difficulty in demarcation of objectives and constraints. Maintenance schemes are achieved according to mean residual life prediction based on maintenance guidance and current condition quantified by health index to estimate the most appropriately maintenance interval. After that, standardized values of indices under each scheme are normalized into mass function of D-S evidence theory. Then, considering comprehensive weights of indices decision-makers, multiobjective group decision-making results of maintenance types, and time intervals are obtained. Finally, a numerical case is studied to illustrate the proposed modeling process, and demonstrates that the model can effectively realize multiobjective group decision-making, as well as considering the intentions of decision makers while all indices can reach global optimum.
Keywords :
decision making; inference mechanisms; maintenance engineering; power apparatus; uncertainty handling; D-S evidence theory; Dempster-Shafer evidence theory; condition-based maintenance; current condition; maintenance decision-making framework; maintenance guidance; mean residual life prediction; multiobjective group decision-making; single objective model; Availability; Condition monitoring; Decision making; Entropy; Indexes; Power grids; Condition-based maintenance (CBM); Dempster-Shafer (D-S) evidence theory; group decision making; maintenance interval; maintenance type;
fLanguage :
English
Journal_Title :
Smart Grid, IEEE Transactions on
Publisher :
ieee
ISSN :
1949-3053
Type :
jour
DOI :
10.1109/TSG.2015.2388778
Filename :
7018988
Link To Document :
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