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Data-driven fault-tolerant control design for wind turbines with robust residual generator

机译:具有鲁棒残差发电机的风力发电机组数据驱动的容错控制设计

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摘要

In this study, a fault-tolerant control (FTC) system is proposed and applied on a wind turbine benchmark. The significant characteristic of the FTC system is the data-driven fault-tolerant architecture whose core is embedding residual generators into control loop. To begin with, the authors introduce a method for constructing residual generators with parity vectors, which are directly identified from measurements. Then an optimal scheme is proposed for selecting parity vectors that are sensitive to specific variables. Besides, several residual generators are applied in the FTC system for multiple failures, and a switching mechanism is elaborately designed. At last, the effectiveness of the proposed FTC scheme is demonstrated by the simulation results of the wind turbine model.
机译:在这项研究中,提出了一种容错控制(FTC)系统并将其应用于风力涡轮机基准。 FTC系统的显着特征是数据驱动的容错体系结构,其核心是将残差生成器嵌入控制回路。首先,作者介绍了一种使用奇偶矢量构造残差生成器的方法,该奇偶矢量可以直接从测量中识别出来。然后提出了一种优化方案,用于选择对特定变量敏感的奇偶校验矢量。此外,在FTC系统中还应用了多个残差发电机,以应对多种故障,并精心设计了开关机构。最后,通过风机模型的仿真结果证明了所提出的FTC方案的有效性。

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