An opportunistic maintenance strategy for wind turbines

被引:7
|
作者
Wang, Dameng [1 ]
Teng, Wei [2 ]
Zhang, Gaoshuran [3 ]
Qu, Xiaofeng [1 ]
Liu, Yibing [2 ]
Ma, Zhiyong [2 ]
Kusiak, Andrew [4 ]
机构
[1] Harbin Elect Co Ltd, Harbin, Peoples R China
[2] North China Elect Power Univ, Minist Educ, Key Lab Power Stn Energy Transfer Convers & Syst, Beijing 102206, Peoples R China
[3] State Grid Jibei Clean Energy Vehicle Serv Beijin, Beijing, Peoples R China
[4] Univ Iowa, Seamans Ctr 4627, Ind & Syst Engn, Iowa City, IA USA
基金
中国国家自然科学基金;
关键词
imperfect maintenance; maintenance cost; maintenance mode; opportunistic maintenance; reliability threshold; wind turbine; OPTIMIZATION; SYSTEM; COST; RELIABILITY; DEPENDENCE;
D O I
10.1049/rpg2.12283
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Maintenance strategies aim at reduction of the operation and maintenance cost of wind turbines. An opportunistic maintenance strategy offers cost advantages over the traditional preventive replacement maintenance strategy by considering cost dependency among maintenance activities. A new opportunistic maintenance strategy of wind turbines is proposed here. First, the proposed strategy includes two sets of reliability thresholds to handle subassemblies those are in operational and failed wind turbines. Using the reliability thresholds, ten maintenance modes and their service conditions are presented. Second, the Weibull distribution with an age reduction factor is introduced to describe reliability variation of subassemblies under imperfect maintenance. Third, the maintenance cost in each maintenance mode is expressed by a reliability variation-based function that is dependent on the stage of maintenance activities. Fourth, due to the randomness of failures, the expected total maintenance cost is determined with Monte Carlo simulation. The proposed approach has been validated with the data provided by a wind farm located in Northern China.
引用
收藏
页码:3793 / 3805
页数:13
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