Variance reduction techniques for use with sequential Monte Carlo simulation in bulk power system reliability evaluation

R. Billinton, A. Jonnavithula
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引用次数: 21

Abstract

Estimation of composite system adequacy indices using sequential Monte Carlo simulation approach with time varying loads at each load bus is computationally quite expensive. Variance reduction techniques (VRT) can be used together with the sequential simulation process to enhance the efficiency of the simulation. This paper discusses two commonly used VRTs-control variates (CV) and antithetic variates (AV) with reference to the sequential simulation method used for adequacy analysis. Case studies are conducted on a representative power system network.
方差缩减技术与序贯蒙特卡罗模拟在大容量电力系统可靠性评估中的应用
利用时序蒙特卡罗模拟方法对各负载总线时变负荷下的复合系统充分性指标进行估计,计算成本相当高。方差减少技术(VRT)可以与序列仿真过程结合使用,以提高仿真的效率。本文讨论了两种常用的vrts控制变量(CV)和反变量(AV),并参考了用于充分性分析的序贯仿真方法。并对一个具有代表性的电网进行了实例分析。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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