A Critical Review on Wind Turbine Power Curve Modelling Techniques and Their Applications in Wind Based Energy Systems

Vaishali Sohoni, S. Gupta, R. Nema
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引用次数: 174

Abstract

Power curve of a wind turbine depicts the relationship between output power and hub height wind speed and is an important characteristic of the turbine. Power curve aids in energy assessment, warranty formulations, and performance monitoring of the turbines. With the growth of wind industry, turbines are being installed in diverse climatic conditions, onshore and offshore, and in complex terrains causing significant departure of these curves from the warranted values. Accurate models of power curves can play an important role in improving the performance of wind energy based systems. This paper presents a detailed review of different approaches for modelling of the wind turbine power curve. The methodology of modelling depends upon the purpose of modelling, availability of data, and the desired accuracy. The objectives of modelling, various issues involved therein, and the standard procedure for power performance measurement with its limitations have therefore been discussed here. Modelling methods described here use data from manufacturers’ specifications and actual data from the wind farms. Classification of modelling methods, various modelling techniques available in the literature, model evaluation criteria, and application of soft computing methods for modelling are then reviewed in detail. The drawbacks of the existing methods and future scope of research are also identified.
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风力机功率曲线建模技术及其在风能系统中的应用综述
风力机功率曲线描述了风力机输出功率与轮毂高度、风速之间的关系,是风力机的重要特性。功率曲线有助于能源评估,保证配方,和性能监测的涡轮机。随着风力工业的发展,涡轮机被安装在不同的气候条件下,陆上和海上,以及复杂的地形,导致这些曲线与保证值有很大的偏离。准确的功率曲线模型对提高风能系统的性能具有重要作用。本文详细介绍了风力发电机功率曲线建模的各种方法。建模的方法取决于建模的目的、数据的可用性和期望的准确性。因此,本文讨论了建模的目标、其中涉及的各种问题以及功率性能测量的标准程序及其局限性。这里描述的建模方法使用来自制造商规格和来自风力发电场的实际数据的数据。然后详细回顾了建模方法的分类、文献中可用的各种建模技术、模型评估标准以及建模软计算方法的应用。指出了现有方法的不足和未来的研究范围。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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发文量
13
审稿时长
28 weeks
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