Agent-based modelling of the UK short term electricity market: Effects of intermittent wind power

V. Pakka, B. Ardestani, R. M. Rylatt
{"title":"Agent-based modelling of the UK short term electricity market: Effects of intermittent wind power","authors":"V. Pakka, B. Ardestani, R. M. Rylatt","doi":"10.1109/EEM.2012.6254760","DOIUrl":null,"url":null,"abstract":"This work focuses on modelling the electricity trading and market mechanism currently in place in the UK, using an agent-based approach and a learning strategy for the agents to update their bidding rules. The ongoing consultations by the Department of Energy and Climate Change on the possible models for a capacity mechanism reflect the unavoidable shift towards low-carbon and more intermittent sources of generation. One of the issues of concern is the way the system operator adapts the balancing mechanism to run in a more efficient and economical way. Here we present an agent-based model comprising two interconnected parts: a representation of the power exchange and a model of the balancing mechanism along with the settlement system. In order to assess the influence of different types of generation on the system balancing prices, we model the generating units based on the size and type of fuel involved. The agent-based model incorporates the operating decisions and control mechanisms of the system operator, and the functions of various trading entities such as generators and suppliers participating within this market. Based on this model, we report investigations into the effect of high penetrations of distributed intermittent generation in influencing the energy balancing prices.","PeriodicalId":383754,"journal":{"name":"2012 9th International Conference on the European Energy Market","volume":"716 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2012-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"7","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2012 9th International Conference on the European Energy Market","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/EEM.2012.6254760","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 7

Abstract

This work focuses on modelling the electricity trading and market mechanism currently in place in the UK, using an agent-based approach and a learning strategy for the agents to update their bidding rules. The ongoing consultations by the Department of Energy and Climate Change on the possible models for a capacity mechanism reflect the unavoidable shift towards low-carbon and more intermittent sources of generation. One of the issues of concern is the way the system operator adapts the balancing mechanism to run in a more efficient and economical way. Here we present an agent-based model comprising two interconnected parts: a representation of the power exchange and a model of the balancing mechanism along with the settlement system. In order to assess the influence of different types of generation on the system balancing prices, we model the generating units based on the size and type of fuel involved. The agent-based model incorporates the operating decisions and control mechanisms of the system operator, and the functions of various trading entities such as generators and suppliers participating within this market. Based on this model, we report investigations into the effect of high penetrations of distributed intermittent generation in influencing the energy balancing prices.
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
基于代理的英国短期电力市场模型:间歇性风力发电的影响
这项工作的重点是对英国目前的电力交易和市场机制进行建模,使用基于代理的方法和代理的学习策略来更新他们的投标规则。能源和气候变化部正在进行的关于可能的容量机制模式的磋商反映了向低碳和更多间歇性发电来源的不可避免的转变。其中一个值得关注的问题是,系统运营商如何调整平衡机制,使其以更高效、更经济的方式运行。在这里,我们提出了一个基于智能体的模型,该模型包括两个相互关联的部分:一个是权力交换的表示,一个是平衡机制和结算系统的模型。为了评估不同发电类型对系统平衡价格的影响,我们基于所涉及的燃料的大小和类型对发电机组进行了建模。基于代理的模型结合了系统运营商的运营决策和控制机制,以及参与该市场的各种交易实体(如发电机和供应商)的功能。基于该模型,我们报告了分布式间歇发电的高渗透率对能源平衡价格的影响。
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
Regulatory reform and corporate control in European energy industries Very high penetration of renewable energy sources to the European electricity system in the context of model-based analysis of an energy roadmap towards a low carbon EU economy by 2050 Agent-based modelling of the UK short term electricity market: Effects of intermittent wind power Risk aversion approach for energy trading based on multistage stochastic programming Roles and responsibilities in smart grids: A country comparison
×
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