两户规模独立微电网最优控制的随机模拟

Paulisimone Rasoavonjy, Tovondahiniriko Fanjirindratovo, O. Chau, Olga Ramiarinjanahary, Sylvain Dotti
{"title":"两户规模独立微电网最优控制的随机模拟","authors":"Paulisimone Rasoavonjy, Tovondahiniriko Fanjirindratovo, O. Chau, Olga Ramiarinjanahary, Sylvain Dotti","doi":"10.1109/SGRE53517.2022.9774192","DOIUrl":null,"url":null,"abstract":"In off-grid areas, successful use of intermittent renewable energy sources requires optimal management of power consumption. Our experimental site is the “Cirque de Mafate” on Reunion Island. Our laboratory has developed a mixed integer linear programming model which minimizes the electricity consumption of a cluster of houses. This model is deterministic. Our study focuses on the stochastic part, it aims to model, optimize and simulate the stochastic operation of an autonomous microgrid by mutualizing production and storage resources. A study for the solar resource forecasting is performed, using nonparametric methods for the estimation of probability density functions. Indeed, the prediction of the intermittent resource and the combination of production sources are the keys to the good functioning of a microgrid in autonomous mode. Three neighbouring houses are concerned. The experimentation at the scale of a house has already been performed and the results proved the performance of the system under random constraints. This paper presents the results of an experimentation for two houses. One of the strategies adopted is to aim for auto-consumption for three days if the solar forecast is pessimistic, a part of the energy is then reserved at the battery level for the following two days. The results allow to assess the performance of the system in front of random constraints and to make decisions.","PeriodicalId":64562,"journal":{"name":"智能电网与可再生能源(英文)","volume":"8 1","pages":"1-6"},"PeriodicalIF":0.0000,"publicationDate":"2022-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Stochastic simulations of the optimal control of a stand alone microgrid at the scale of two houses\",\"authors\":\"Paulisimone Rasoavonjy, Tovondahiniriko Fanjirindratovo, O. Chau, Olga Ramiarinjanahary, Sylvain Dotti\",\"doi\":\"10.1109/SGRE53517.2022.9774192\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In off-grid areas, successful use of intermittent renewable energy sources requires optimal management of power consumption. Our experimental site is the “Cirque de Mafate” on Reunion Island. Our laboratory has developed a mixed integer linear programming model which minimizes the electricity consumption of a cluster of houses. This model is deterministic. Our study focuses on the stochastic part, it aims to model, optimize and simulate the stochastic operation of an autonomous microgrid by mutualizing production and storage resources. A study for the solar resource forecasting is performed, using nonparametric methods for the estimation of probability density functions. Indeed, the prediction of the intermittent resource and the combination of production sources are the keys to the good functioning of a microgrid in autonomous mode. Three neighbouring houses are concerned. The experimentation at the scale of a house has already been performed and the results proved the performance of the system under random constraints. This paper presents the results of an experimentation for two houses. One of the strategies adopted is to aim for auto-consumption for three days if the solar forecast is pessimistic, a part of the energy is then reserved at the battery level for the following two days. The results allow to assess the performance of the system in front of random constraints and to make decisions.\",\"PeriodicalId\":64562,\"journal\":{\"name\":\"智能电网与可再生能源(英文)\",\"volume\":\"8 1\",\"pages\":\"1-6\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-03-20\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"智能电网与可再生能源(英文)\",\"FirstCategoryId\":\"1087\",\"ListUrlMain\":\"https://doi.org/10.1109/SGRE53517.2022.9774192\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"智能电网与可再生能源(英文)","FirstCategoryId":"1087","ListUrlMain":"https://doi.org/10.1109/SGRE53517.2022.9774192","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

在离网地区,间歇性可再生能源的成功使用需要对电力消耗进行最佳管理。我们的实验地点是留尼汪岛上的马泰特马戏团。我们的实验室开发了一个混合整数线性规划模型,它可以最大限度地减少一组房屋的电力消耗。这个模型是确定性的。我们的研究重点是随机部分,旨在通过生产和存储资源的互化来建模、优化和模拟自治微电网的随机运行。利用非参数方法估计概率密度函数,对太阳能资源预报进行了研究。事实上,间歇性资源的预测和生产源的组合是微电网在自主模式下良好运行的关键。这涉及到邻近的三所房子。实验结果表明,该系统在随机约束条件下具有良好的性能。本文介绍了两个住宅的实验结果。所采用的策略之一是,如果太阳能预测是悲观的,目标是汽车消费三天,然后在电池水平上保留一部分能量用于接下来的两天。结果允许在随机约束条件下评估系统的性能并做出决策。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Stochastic simulations of the optimal control of a stand alone microgrid at the scale of two houses
In off-grid areas, successful use of intermittent renewable energy sources requires optimal management of power consumption. Our experimental site is the “Cirque de Mafate” on Reunion Island. Our laboratory has developed a mixed integer linear programming model which minimizes the electricity consumption of a cluster of houses. This model is deterministic. Our study focuses on the stochastic part, it aims to model, optimize and simulate the stochastic operation of an autonomous microgrid by mutualizing production and storage resources. A study for the solar resource forecasting is performed, using nonparametric methods for the estimation of probability density functions. Indeed, the prediction of the intermittent resource and the combination of production sources are the keys to the good functioning of a microgrid in autonomous mode. Three neighbouring houses are concerned. The experimentation at the scale of a house has already been performed and the results proved the performance of the system under random constraints. This paper presents the results of an experimentation for two houses. One of the strategies adopted is to aim for auto-consumption for three days if the solar forecast is pessimistic, a part of the energy is then reserved at the battery level for the following two days. The results allow to assess the performance of the system in front of random constraints and to make decisions.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
307
×
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
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
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 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信