用EKF估计风力机风速:在实验数据上的应用

Jordi Hernandez, M. Guadayol, V. Puig
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引用次数: 8

摘要

风速估计是解决风力机控制或监测问题的一个重要问题。风速的实际值对于提高风力涡轮机控制器的性能非常有用,无论是用于调度还是作为额外的前馈项。此外,该方法还可用于风力发电机组的故障诊断和容错控制。本文的目的是设计和实现一个基于扩展卡尔曼滤波器(EKF)的风速估计器,该滤波器使用简化的非线性模型,并将其性能与实验风速测量结果进行比较。即使是这样一个简单的模型,与实验数据的一致性是显著的,并显示出巨大的潜力,用于先进的风力发电机控制器。
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Wind speed estimation in wind turbines using EKF: Application to experimental data
Wind speed estimation is an important issue when addressing the control or the monitoring of a wind turbine. A realistic value of wind speed could be very useful to improve performance of wind turbine controllers, either for scheduling or as an extra feed forward term. In addition, it could also be useful for fault diagnosis and fault-tolerant control of the wind turbine. The objective of this work is to design and implement a wind speed estimator based on an Extended Kalman Filter (EKF) that uses a simplified nonlinear model and to compare the performance with experimental wind speed measurements. Even with such a simple model, the agreement with experimental data is significant, and shows great potential to be used by an advanced wind turbine controller.
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