Agent-Based Simulation of Wholesale Energy Markets: A Case Study on Renewable Generation

Diogo Vidigal, F. Lopes, A. Pronto, J. Santana
{"title":"Agent-Based Simulation of Wholesale Energy Markets: A Case Study on Renewable Generation","authors":"Diogo Vidigal, F. Lopes, A. Pronto, J. Santana","doi":"10.1109/DEXA.2015.34","DOIUrl":null,"url":null,"abstract":"Variable generation (VG), such as wind power, has increased significantly in recent years. VG has several unique characteristics compared to those of traditional power plants, including significant fixed capital costs but near-zero variable production costs. Large penetrations of VG tend to influence the prices and schedules of energy markets. Specifically, increasing levels of VG tend to reduce market prices, increase price volatility, and reduce the cleared energy levels of existing generating plants. This paper describes some important features of an agent-based system to simulate energy markets. Special attention is devoted to a case study aiming at analysing the behaviour of the system in situations with increasing levels of wind generation, notably comparing market schedules and prices in situations with either low or high levels of wind generation.","PeriodicalId":239815,"journal":{"name":"2015 26th International Workshop on Database and Expert Systems Applications (DEXA)","volume":"28 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2015-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"17","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2015 26th International Workshop on Database and Expert Systems Applications (DEXA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/DEXA.2015.34","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 17

Abstract

Variable generation (VG), such as wind power, has increased significantly in recent years. VG has several unique characteristics compared to those of traditional power plants, including significant fixed capital costs but near-zero variable production costs. Large penetrations of VG tend to influence the prices and schedules of energy markets. Specifically, increasing levels of VG tend to reduce market prices, increase price volatility, and reduce the cleared energy levels of existing generating plants. This paper describes some important features of an agent-based system to simulate energy markets. Special attention is devoted to a case study aiming at analysing the behaviour of the system in situations with increasing levels of wind generation, notably comparing market schedules and prices in situations with either low or high levels of wind generation.
基于主体的能源批发市场模拟:以可再生能源发电为例
近年来,风力发电等可变发电(VG)有了显著增长。与传统发电厂相比,VG有几个独特的特点,包括固定资本成本高,但可变生产成本接近于零。VG的大量渗透往往会影响能源市场的价格和时间表。具体来说,提高VG水平往往会降低市场价格,增加价格波动,并降低现有发电厂的清洁能源水平。本文描述了基于智能体的能源市场模拟系统的一些重要特征。特别关注一个案例研究,目的是分析风力发电水平增加的情况下系统的行为,特别是比较风力发电水平低或高的情况下的市场时间表和价格。
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 求助全文
来源期刊
自引率
0.00%
发文量
0
×
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