A novel approach to account for uncertainty and correlations in probabilistic power flow

E. Ciapessoni, D. Cirio, A. Pitto, S. Massucco, F. Silvestro
{"title":"A novel approach to account for uncertainty and correlations in probabilistic power flow","authors":"E. Ciapessoni, D. Cirio, A. Pitto, S. Massucco, F. Silvestro","doi":"10.1109/ISGTEUROPE.2014.7028932","DOIUrl":null,"url":null,"abstract":"Power system security assessment techniques can greatly benefit from the adoption of probabilistic approaches, as these can thoroughly describe the effect of uncertainties on the operating condition. The paper proposes a methodology to evaluate the probability of exceeding operational constraints under normal and contingency situations, accounting for uncertain, correlated power injections. In the proposed methodology, an analytical technique for probabilistic power flow is combined with copulas, the latter being introduced to deal with correlations. Copulas allow representing in an effective way the correlation information among variables, i.e. the multi-variate distributions of stochastic variables. A test system based on a realistic transmission network is used to exemplify the method.","PeriodicalId":299515,"journal":{"name":"IEEE PES Innovative Smart Grid Technologies, Europe","volume":"48 3","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2014-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"14","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE PES Innovative Smart Grid Technologies, Europe","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ISGTEUROPE.2014.7028932","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 14

Abstract

Power system security assessment techniques can greatly benefit from the adoption of probabilistic approaches, as these can thoroughly describe the effect of uncertainties on the operating condition. The paper proposes a methodology to evaluate the probability of exceeding operational constraints under normal and contingency situations, accounting for uncertain, correlated power injections. In the proposed methodology, an analytical technique for probabilistic power flow is combined with copulas, the latter being introduced to deal with correlations. Copulas allow representing in an effective way the correlation information among variables, i.e. the multi-variate distributions of stochastic variables. A test system based on a realistic transmission network is used to exemplify the method.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
一种解释概率潮流中不确定性和相关性的新方法
电力系统安全评估技术可以极大地受益于采用概率方法,因为这些方法可以彻底地描述不确定性对运行状态的影响。本文提出了一种方法来评估在正常和应急情况下超过运行约束的概率,考虑不确定的相关功率注入。在提出的方法中,将概率潮流的分析技术与copula相结合,后者被引入处理相关性。copula可以有效地表示变量之间的相关信息,即随机变量的多变量分布。以实际输电网为例,对该方法进行了验证。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Discrete elastic residential load response under variable pricing schemes Challenges in utilisation of demand side response for operating reserve provision Managing energy in time and space in smart grids using TRIANA Optimal scheduling of electrical vehicle charging under two types of steering signals A design-driven approach for developing new products for smart grid households
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1