考虑风电场输出概率分布的微电网孤岛运行可靠性评估

Haifeng Liang, Yue Dong, Dawei Cao, Zixing Liu
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引用次数: 2

摘要

本文对微电网带风电场孤岛模式运行的可靠性进行了评估。为了得到整个风电场的实际可用输出,提出了风力机等效功率特性的概念。然后利用高斯混合模型(GMM)对其概率分布进行建模,并与其他分布函数模型进行比较,证明了该模型的优越性。采用蒙特卡罗仿真方法对各功率元件的工作状态进行采样,研究了微网带风电场孤岛模式运行时可靠性指标的变化趋势。然后得到了可靠性指标的概率分布。同时,引入指标风险值(VaR)和条件风险值(CVaR)对微网可靠性进行分析,可以充分反映风电场输出的概率波动对微网运行可靠性的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Reliability Assessment of Microgrid Island Operation Considering Probability Distribution of Wind Farm Output
The reliability of microgrid running in island mode with wind farm is evaluated in this paper. The concept of equivalent power characteristic of wind turbine is proposed to obtain the actual available output of the whole wind farm. And then its probability distribution is modeled by using Gauss mixture model (GMM), of which the superiority is proved by comparing with other distribution function models. The working state of the power components is sampled by using Monte Carlo simulation method to study the variation trend of the reliability index of microgrid running in island mode with wind farm. And then the probability distribution of reliability index is obtained. Meanwhile, the indicators value at risk (VaR) and conditional value at risk (CVaR) are introduced to analyze the microgrid reliability, which can fully reflect the influence of the probabilistic fluctuation of wind farm output on microgrid operation reliability.
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