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Fault estimation and fault-tolerant control of the FAST NREL 5-MW reference wind turbine using a proportional multi-integral observer

机译:使用比例多积分观测器的FAST NREL 5兆瓦参考风力发电机组的故障估计和容错控制

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摘要

A proportional multi-integral (PMI) observer scheme is used to reconstruct actuator and sensor faults in large-scale wind turbines. For the nonlinear full-load region, a PMI observer in Takagi-Sugeno form is used. Two different methods are proposed for the observer design: a Lyapunov-based and a modified linear quadratic regulator approach, where the stability is ensured by a negative derivative of the Lyapunov function candidate. The actuator and sensor faults are directly reconstructed from an augmented state-space vector. The control inputs and measurement signal are then modified with the reconstructed fault signals to achieve fault-tolerant control in the presence of faults with a similar behavior to the fault-free case. It is shown by extensive simulation studies that the PMI observer is able the reconstruct offset and ramp-shaped faults with high accuracy. The performance of the fault reconstruction and fault-tolerant control scheme based on a 4-degree-of-freedom observer model is tested in simulations by a high-order 24-degree-of-freedom model with the aeroelastic code FAST by the National Renewable Energy Laboratory. The new results are also compared with those of the previously published fault reconstruction scheme using Takagi-Sugeno sliding-mode observers.
机译:比例多积分(PMI)观察器方案用于重构大型风力涡轮机中的执行器和传感器故障。对于非线性满载区域,使用Takagi-Sugeno形式的PMI观察器。为观察者设计提出了两种不同的方法:一种基于Lyapunov的方法和一种改进的线性二次调节器方法,其中通过Lyapunov函数候选的负导数来确保稳定性。执行器和传感器故障直接从增强的状态空间向量中重建。然后,使用重构的故障信号修改控制输入和测量信号,以在出现故障时实现与无故障情况相似的容错控制。大量的仿真研究表明,PMI观测器能够以较高的精度重建偏移和斜坡形故障。美国国家可再生能源公司(National Renewable)通过气动弹性代码FAST的高阶24自由度模型在模拟中测试了基于4自由度观察者模型的故障重构和容错控制方案的性能能源实验室。还将新结果与使用Takagi-Sugeno滑模观测器的先前发布的故障重建方案的结果进行比较。

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