基于故障风险水平的海上风电场机会维护策略
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TM614

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国家自然科学基金资助项目(52177097)


Offshore wind farm opportunity maintenance strategy based on failure risk level
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    摘要:

    海上风电场的维修费用占发电总成本比例较高。为降低海上风电场的运维成本,在基于可靠度阈值的机会维护策略基础上,针对风电机组子系统间存在的故障相关性与子系统故障风险水平,文中提出一种包含故障风险水平、可靠度双阈值和维护矩阵的海上风电场机会维护策略。首先,采用故障链模型对风电机组子系统间的故障关系进行描述,并建立风电机组各子系统的可靠度模型。其次,引入多级维护的概念,提出考虑故障风险水平的风电场机会维护策略优化模型,采用粒子群算法对子系统机会维护的风险因子进行优化,进而确定单台机组的维护策略。然后,综合考虑海上可及性、备件库存等因素,提出一种基于维护矩阵的海上风电场维护策略优化模型,以单位时间维护成本最小为目标函数,根据子系统的备件库存和故障风险水平来对维护策略进行动态调整。最后,以某海上风电场中单台风电机组为例,分析可及率、多级维护等因素对风电场机会维护策略的影响。结果表明,考虑故障风险水平的机会维护策略相比传统机会维护策略费用率可降低27.34%,验证了所提机会维护策略在降低维护费用方面的有效性。

    Abstract:

    The maintenance cost of offshore wind farms accounts for a high proportion of the total cost of power generation. In order to reduce the operational and maintenance costs of offshore wind farms, based on a reliability threshold, a maintenance strategy is proposed in the paper that considers the fault-relatedness among subsystems and the subsystem fault risk levels of wind turbine units. This strategy includes fault risk levels, dual reliability thresholds, and a maintenance matrix. Firstly, a fault chain model is used to describe the fault relationships among subsystems of wind turbine units, and reliability models for each subsystem are established. Secondly, the concept of multi-level maintenance is introduced, and the optimization model of wind farm opportunity maintenance strategy considering the fault risk level is proposed. The risk factor of subsystem opportunity maintenance is optimized using particle swarm algorithm, and then the maintenance strategy of a single unit is determined. Thirdly, an offshore wind farm maintenance strategy optimization model based on the maintenance matrix is proposed by considering factors such as offshore accessibility and spare parts inventory. The model takes the minimum total maintenance cost per unit time as the objective function and dynamically adjusts the maintenance strategy according to the subsystem's spare parts inventory and failure risk level. Finally, a single wind turbine in an offshore wind farm is used as an example to analyse the impact of factors such as accessibility and multilevel maintenance on the wind farm opportunity maintenance strategy. The results show that the opportunity maintenance strategy considering the failure risk level can reduce the cost by 27.34% compared with the traditional opportunity maintenance strategy, which verifies the effectiveness of the proposed opportunity maintenance strategy in reducing maintenance costs.

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宋明阳,瞿晟珉,秦少茜,应飞祥,马永杰,黄玲玲.基于故障风险水平的海上风电场机会维护策略[J].电力工程技术,2023,42(6):117-129

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  • 收稿日期:2023-05-15
  • 最后修改日期:2023-08-12
  • 录用日期:2023-05-12
  • 在线发布日期: 2023-11-23
  • 出版日期: 2023-11-28
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