Herding Behavior of Electricity Retailers in the Monthly Electricity Market: Model and Simulation

Fen Lin, Junjie Wei, Xiao-hui Ren, Yue Yao, Ying Wang, Kaifeng Zhang
{"title":"Herding Behavior of Electricity Retailers in the Monthly Electricity Market: Model and Simulation","authors":"Fen Lin, Junjie Wei, Xiao-hui Ren, Yue Yao, Ying Wang, Kaifeng Zhang","doi":"10.1109/APPEEC45492.2019.8994680","DOIUrl":null,"url":null,"abstract":"With the reformulation of the electricity market in China, the electricity retailers can buy the electricity from the electricity market. Recently, herding behaviors in the electricity retailers are commonly observed when they bid in the monthly electricity market. The herding behaviors may bring many unstable risks to the electricity market. This paper mainly studies the impacts from the herding behaviors of electricity retailers on the monthly electricity market. We model the herding behavior model mathematically based on the relationship network of electricity retailers. Then the herding behavior model is imbedded into an electricity market model with agent-based bidding model based on reinforcement learning. We carry on a systematic simulation on MATLAB, and the simulation results illustrate that the herding behaviors might bring positive or negative effects to electricity retailers depending on different bidding strategies.","PeriodicalId":241317,"journal":{"name":"2019 IEEE PES Asia-Pacific Power and Energy Engineering Conference (APPEEC)","volume":"25 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 IEEE PES Asia-Pacific Power and Energy Engineering Conference (APPEEC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/APPEEC45492.2019.8994680","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2

Abstract

With the reformulation of the electricity market in China, the electricity retailers can buy the electricity from the electricity market. Recently, herding behaviors in the electricity retailers are commonly observed when they bid in the monthly electricity market. The herding behaviors may bring many unstable risks to the electricity market. This paper mainly studies the impacts from the herding behaviors of electricity retailers on the monthly electricity market. We model the herding behavior model mathematically based on the relationship network of electricity retailers. Then the herding behavior model is imbedded into an electricity market model with agent-based bidding model based on reinforcement learning. We carry on a systematic simulation on MATLAB, and the simulation results illustrate that the herding behaviors might bring positive or negative effects to electricity retailers depending on different bidding strategies.
月度电力市场中电力零售商的羊群行为:模型与仿真
随着中国电力市场的改革,电力零售商可以从电力市场购买电力。近年来,电力零售商在月度电力市场竞价中普遍存在羊群行为。羊群行为可能给电力市场带来诸多不稳定风险。本文主要研究电力零售商的羊群行为对月度电力市场的影响。在电力零售商关系网络的基础上建立了羊群行为数学模型。然后将羊群行为模型嵌入到基于强化学习的基于agent的竞价模型中。在MATLAB中进行了系统的仿真,仿真结果表明,不同的竞价策略下,从众行为对电商的影响可能是正的,也可能是负的。
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:604180095
Book学术官方微信