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Probabilistic load flow using improved three point estimate method

机译:改进三点估计法的概率潮流

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摘要

An improved three point-estimate method (I3PEM) scheme is proposed to estimate the probability moments of probabilistic power flow (PLF) in this paper. I3PEM is obtained by the existing three point-estimate method (3PEM), two point-estimate method (2PEM) and Chebyshev inequality. With only first three order moments (mean, standard deviation and skewness) of input random variables, the additional calculations in I3PEM are performed by a newly added pair of estimate points to improve the accuracy of estimated moments for output random variables. It is avoided the calculation of higher order center moments and the non-real number solutions that may occur with normalized center distances. The case studies of IEEE 14-bus and 118-bus system are employed to verify the performance of I3PEM in the presence of Normal distribution inputs, correlated inputs and non-normal inputs. Under the different coefficient of variation (CV) conditions, the results of MCS are used as benchmark. The accuracy of results obtained by I3PEM have been validated by comparing with those obtained from the basic 3PEM and 2PEM. Further, the advantages and applicability of I3PEM are compared.
机译:提出了一种改进的三点估计法(I3PEM)方案来估计概率潮流(PLF)的概率矩。 I3PEM是通过现有的三点估计方法(3PEM),两点估计方法(2PEM)和Chebyshev不等式获得的。仅使用输入随机变量的前三个阶矩(均值,标准差和偏度),I3PEM中的额外计算由一对新添加的估计点执行,以提高输出随机变量的估计矩的准确性。避免了高阶中心矩的计算以及归一化中心距可能出现的非实数解。采用IEEE 14总线和118总线系统的案例研究来验证在存在正态分布输入,相关输入和非正态输入的情况下I3PEM的性能。在不同的变异系数(CV)条件下,MCS的结果用作基准。通过与从基本3PEM和2PEM获得的结果进行比较,已经验证了I3PEM获得的结果的准确性。此外,比较了I3PEM的优点和适用性。

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