A probabilistic approach to analyze and model the simultaneity of power produced by wind turbines in a wind farm

K. Malekian, Anne Gohlich, Liana Pop, W. Schufft
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引用次数: 4

Abstract

The simultaneity of power produced by wind turbines (WTs) as a function of total power of the wind farm (WF) is investigated in the first part of this paper, and subsequently, a probabilistic approach to model the simultaneity of WT power in a WF is proposed. The investigation of the WT power simultaneity is carried out by analyzing measurement data sets. In this regard, the influence of the following aspects on the simultaneity of WT power is investigated and described: the number of WTs, the spatial arrangement of WTs, and the averaging timeframe of the WT power. Afterwards, with the aid of the investigation results, a nonsequential Monte Carlo method is proposed to generate a synthetic set of the WT power with a realistic simultaneity. The synthetic set of the WT power can be applied as input data for further nonsequential Monte Carlo simulations like reliability assessment or power quality evaluation.
用概率方法对风电场中风力发电机同时发电进行分析和建模
本文第一部分研究了风力发电机组功率的同时性作为风电场总功率的函数,随后提出了一种概率方法来模拟风力发电机组功率的同时性。通过对实测数据集的分析,对小波功率同时性进行了研究。在这方面,研究和描述了以下几个方面对小波变换功率同时性的影响:小波变换的数量、小波变换的空间排列和小波变换功率的平均时间框架。然后,结合研究结果,提出了一种非序列蒙特卡罗方法来生成具有真实同时性的小波幂的综合集。小波变换功率的合成集可以作为输入数据用于进一步的非顺序蒙特卡罗模拟,如可靠性评估或电能质量评估。
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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