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Three approaches to use Cross-Entropy in reliability evaluation of composite system with high peneration wind energy

机译:利用交叉熵的高渗透风能复合系统可靠性评估的三种方法

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摘要

With the rapid development of renewable energy, the future power system certainly contains a plenty of generators with random output. These uncertain factors usually will aggravate the difficulty of reliability evaluation. On the other hand, the renewable energy generator likes a single wind turbine usually has small capacity. A wind farm has a plenty of wind turbines. The enormous increase of system dimension due to the integration of a plenty of wind turbines will also causes the decrease of system reliability evaluation efficiency. Hence, a high efficient reliability evaluation algorithm aiming at the composite system with the high proportion of renewable energy should be developed. As far as we know, high computation efficiency is an eternal topic of power system reliability evaluation. Recently, a Cross Entropy-Importance Sampling (CE-IS) based reliability evaluation method has been developed successfully in the application to power system reliability evaluation. All cases verify that the method can improve the evaluation efficiency remarkably, especially in those highly reliable systems (i.e. cut-load events are rare events). This paper studies the approach to deal with the composite system reliability evaluation considering the integration of wind energy using Cross Entropy (CE) method, and proposes three different approaches to deal with the problem. Finally, a modified test system with the integration of renewable energy is proposed to compare the effects of these integration approaches.
机译:随着可再生能源的飞速发展,未来的电力系统必将包含大量随机输出的发电机。这些不确定因素通常会加剧可靠性评估的难度。另一方面,像单个风力涡轮机那样的可再生能源发电机通常具有较小的容量。一个风电场有很多风力涡轮机。由于大量风力涡轮机的集成,系统尺寸的巨大增加也将导致系统可靠性评估效率的下降。因此,应开发针对可再生能源比例较高的复合系统的高效可靠性评估算法。据我们所知,高计算效率是电力系统可靠性评估的永恒课题。近年来,基于交叉熵重要抽样(CE-IS)的可靠性评估方法已成功地应用于电力系统可靠性评估中。所有情况都证明该方法可以显着提高评估效率,尤其是在那些高度可靠的系统中(即切负荷事件为罕见事件)。本文研究了利用交叉熵(CE)方法考虑风能集成的复合系统可靠性评估方法,并提出了三种不同的方法来解决该问题。最后,提出了一种带有可再生能源集成的改进测试系统,以比较这些集成方法的效果。

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