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Characterizing and analyzing ramping events in wind power, solar power, load, and netload

机译:表征和分析风能,太阳能,负载和净负载中的斜坡事件

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One of the biggest concerns associated with integrating a large amount of renewable energy into the power grid is the ability to handle large ramps in the renewable power output. For the sake of system reliability and economics, it is essential for power system operators to better understand the ramping features of renewables, load, and netload. In this paper, an optimized swinging door algorithm (OpSDA) is adopted and extended to accurately and efficiently detect ramping events. For wind power ramps detection, a process of merging "bumps" (that have a different changing direction) into adjacent ramping segments is integrated to improve the performance of the OpSDA method. For solar ramps detection, ramping events that occur in both clear-sky and measured (or forecasted) solar power are removed to account for the diurnal pattern of solar generation. Ramping features are extracted and extensively compared between load and netload under different renewable penetration levels (i.e., 9.77%, 15.85%, and 51.38%). Comparison results show that: (i) netload ramp events with shorter durations and smaller magnitudes occur more frequently when renewable penetration level increases, and the total number of ramping events also increases; and (ii) different ramping characteristics are observed in load and netload even at a low renewable penetration level. (C) 2017 Elsevier Ltd. All rights reserved.
机译:与将大量可再生能源整合到电网中相关的最大问题之一是处理可再生能源输出中的较大坡度的能力。为了系统的可靠性和经济性,对于电力系统运营商来说,更好地了解可再生能源,负载和净负载的斜坡特性至关重要。在本文中,采用了一种优化的平移门算法(OpSDA)并将其扩展为准确,高效地检测斜坡事件。对于风电斜坡检测,集成了将“凸块”(具有不同的变化方向)合并到相邻的斜坡段中的过程,以提高OpSDA方法的性能。对于太阳能坡道检测,清除了晴空和测量(或预测)的太阳能中发生的坡道事件,以说明太阳能发电的昼夜模式。提取了斜坡特征并在不同可再生渗透水平(即9.77%,15.85%和51.38%)下对负载和净负载进行了广泛比较。比较结果表明:(i)随着可再生能源渗透水平的提高,持续时间较短,幅值较小的净负载斜坡事件更加频繁,斜坡事件的总数也随之增加; (ii)即使在可再生能源渗透率较低的情况下,在负荷和净负荷中也观察到不同的倾斜特性。 (C)2017 Elsevier Ltd.保留所有权利。

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