Opportunistic maintenance for wind farms considering multi-level imperfect maintenance thresholds
- 作者：Fangfang Ding ; Zhigang Tian ; tian@ciise.concordia.ca
- 关键词：Opportunistic maintenance ; Wind turbines ; Optimization ; Simulation ; Preventive maintenance ; Failure distribution
- 刊名：Renewable Energy
- 出版年：2012
- 期刊代码：45_09601481
- 类别：pw
- 出版时间：September, 2012
- 卷：45
- 期：Complete
- 页码：175-182
- 文件大小：696 K
摘要
Few methods are available for optimizing corrective maintenance and time-based maintenance for wind farms, although these strategies are currently widely used in practice. Economic dependencies exist among wind turbine systems and their components in the wind farm. That is, it may be more economical to maintain multiple turbines or turbine components when a corrective or preventive maintenance opportunity presents. In this paper, opportunistic maintenance approaches are developed for wind farms to take advantage of the maintenance opportunities. Imperfect maintenance actions are considered, which addresses the practical issue that preventive maintenance does not always return components to as-good-as-new status. The proposed opportunistic maintenance policies are defined by the component's age threshold values, and different imperfect maintenance thresholds are introduced for failure turbines and working turbines. Three types of preventive maintenance actions are considered, including perfect, imperfect and two-level action. Simulation methods are developed to evaluate the costs of proposed opportunistic maintenance policies. Numerical examples are provided to illustrate the proposed approaches. Comparative study with the widely used corrective maintenance policy demonstrates the advantage of the proposed opportunistic maintenance methods in significantly reducing the maintenance cost. The developed methods are expected to bring immediate benefits to wind power industry.