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基于拟蒙特卡罗模拟和核密度估计的概率静态电压稳定计算方法

赵建伟 李禹鹏 杨增辉 严正 徐潇源 冯楠 崔勇

电网技术2016,Vol.40Issue(12):3833-3839,7.
电网技术2016,Vol.40Issue(12):3833-3839,7.DOI:10.13335/j.1000-3673.pst.2016.12.028

基于拟蒙特卡罗模拟和核密度估计的概率静态电压稳定计算方法

Probabilistic Static Voltage Stability Calculation Based on Quasi-Monte Carlo and Kernel Density Estimation

赵建伟 1李禹鹏 1杨增辉 2严正 1徐潇源 1冯楠 2崔勇2

作者信息

  • 1. 电力传输与功率变换控制教育部重点实验室(上海交通大学),上海市闵行区200240
  • 2. 国网上海市电力公司电力科学研究院,上海市虹口区200437
  • 折叠

摘要

Abstract

In probabilistic static voltage stability analysis,uncertainties in power systems are considered and statistical indices and probability distributions of stability margins can be obtained.Therefore,probabilistic method is an effective complement of traditional deterministic methods.In this paper,probabilistic static voltage stability evaluation based on Monte Carlo simulation (MCS) is studied.In order to improve MCS efficiency,Quasi-Monte Carlo is adopted to obtain samples of input random variables.Besides,diffusion-based kernel density method is designed to accurately estimate probability distribution function of stability margins.IEEE 118-bus system and an actual provincial power grid are studied and simulation results indicate that compared with commonly used MCS methods,the proposed method maintains a high degree of accuracy with relatively smaller sample sizes.With increase of power import and reduction of online generators,stability margin of the provincial system in off-peak period is smaller than that in peak period,i.e.system with smaller loads is closer to critical stable operating point.

关键词

电力系统/概率评估/静态电压稳定/拟蒙特卡罗模拟/核密度估计

Key words

power system/probabilistic evaluation/static voltage stability/Quasi-Monte Carlo/kernel density estimation

分类

信息技术与安全科学

引用本文复制引用

赵建伟,李禹鹏,杨增辉,严正,徐潇源,冯楠,崔勇..基于拟蒙特卡罗模拟和核密度估计的概率静态电压稳定计算方法[J].电网技术,2016,40(12):3833-3839,7.

基金项目

国家电网公司科技项目(52094015001S).Project Supported by State Grid Corporation of China Research Program(52094015001S). (52094015001S)

电网技术

OA北大核心CSCDCSTPCD

1000-3673

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