Agent-based modelling of electric vehicle driving and charging behavior

S. Torres, O. Barambones, J. G. D. Durana, Francisco Marzabal, E. Kremers, Johannes Wirges
{"title":"Agent-based modelling of electric vehicle driving and charging behavior","authors":"S. Torres, O. Barambones, J. G. D. Durana, Francisco Marzabal, E. Kremers, Johannes Wirges","doi":"10.1109/MED.2015.7158791","DOIUrl":null,"url":null,"abstract":"Electromobility lies on the crossroad between mobility and energy systems. The individual heterogeneous behaviours, and especially the spatial distribution and dynamism of the system make it a complex one. In this work, it is proposed an agent-based model to reflect this complexity and create a bottomup model which addresses specifically driving and charging behaviours of the individual agents. The model was implemented in a simple network which included the commonly used facilities in a city. This allows the computation of the generated load curve in a geographical context for any network. Different technical parameters were varied, as well as the driving and charging behaviours. The load curve as an aggregated result showed emergent patterns such as non-trivial effects when increasing the charging power. The model provides qualitative results from an exploratory point of view, which help to better understand electromobility systems by relating its causes and effects.","PeriodicalId":316642,"journal":{"name":"2015 23rd Mediterranean Conference on Control and Automation (MED)","volume":"62 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2015-06-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"12","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2015 23rd Mediterranean Conference on Control and Automation (MED)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/MED.2015.7158791","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 12

Abstract

Electromobility lies on the crossroad between mobility and energy systems. The individual heterogeneous behaviours, and especially the spatial distribution and dynamism of the system make it a complex one. In this work, it is proposed an agent-based model to reflect this complexity and create a bottomup model which addresses specifically driving and charging behaviours of the individual agents. The model was implemented in a simple network which included the commonly used facilities in a city. This allows the computation of the generated load curve in a geographical context for any network. Different technical parameters were varied, as well as the driving and charging behaviours. The load curve as an aggregated result showed emergent patterns such as non-trivial effects when increasing the charging power. The model provides qualitative results from an exploratory point of view, which help to better understand electromobility systems by relating its causes and effects.
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
基于智能体的电动汽车行驶与充电行为建模
电动汽车处于机动性和能源系统之间的十字路口。个体的异质性行为,特别是系统的空间分布和动态性,使其成为一个复杂的系统。在这项工作中,提出了一个基于代理的模型来反映这种复杂性,并创建了一个自下而上的模型,专门解决单个代理的驾驶和收费行为。该模型在包含城市常用设施的简单网络中实现。这允许在任何网络的地理环境中计算生成的负载曲线。不同的技术参数不同,驾驶和充电行为也不同。负荷曲线作为一个综合结果,在增加充电功率时表现出非平凡效应等紧急模式。该模型从探索性的角度提供了定性的结果,通过将其因果关系联系起来,有助于更好地理解电动汽车系统。
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
Multi-rate predictive cascade speed control of synchronous machines in automotive electrical traction drives Robust set invariance and contractivity of discrete-time systems: The generators approach Timed Discrete event system approach to online testing of asynchronous circuits Event-based control for IPTD processes with simple tuning methods Steerability analysis on slopes of a mobile robot with a ground contact arm
×
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