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Probabilistic Operational Reliability of Composite Power Systems Considering Multiple Meteorological Factors

机译:考虑多种气象因素的复合电力系统概率运行可靠性

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摘要

External weather conditions have significant effects on the operation of composite power systems. Stochastic renewable generations, random loads, dynamic thermal ratings, and failure probabilities of outdoor power devices are all influenced by diverse meteorological factors. To integrate the probabilistic impacts of multiple meteorological factors and their resulting uncertainties, a new nested sampling framework for probabilistic operational reliability evaluation of composite power systems is proposed. As one critical step of the framework, a general modeling method to fit the probability distribution of each meteorological factor at each time point by historical weather records is presented in details, and several specific distributions are introduced for the first time to refine the accuracy of probabilistic weather representation. In subsequent tests, the actual failure records and corresponding meteorological data are used to validate the performance of the proposed framework. Several existing methods, considering but not fully considering meteorological effects, are adopted for comparisons to verify the effectiveness of the proposed method in the test case. As one benefit of the proposed framework, uncertainty importance measures of all involved random variables are available and discussed as well.
机译:外部天气条件对复合动力系统的运行有重大影响。随机可再生能源发电,随机负载,动态热额定值以及室外功率设备的故障概率都受各种气象因素的影响。为了综合多种气象因素的概率影响及其不确定性,提出了一种新的嵌套采样框架,用于复合电力系统的概率运行可靠性评估。作为框架的关键步骤,详细介绍了一种通过历史天气记录拟合每个时间点每个气象因子的概率分布的通用建模方法,并首次引入了几种特定的分布以提高概率的准确性天气表示。在随后的测试中,实际的故障记录和相应的气象数据将用于验证所提出框架的性能。比较中采用了几种已经考虑但未完全考虑到气象影响的现有方法,以验证该方法在测试案例中的有效性。作为提出的框架的一个好处,所有相关随机变量的不确定性重要性度量也可以使用并进行讨论。

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