Modelling spatial and temporal agent travel patterns for optimal charging of electric vehicles in low carbon networks

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Title: Modelling spatial and temporal agent travel patterns for optimal charging of electric vehicles in low carbon networks
Authors: Acha, S
Van Dam, KH
Shah, N
Item Type: Conference Paper
Abstract: The ability to determine optimal charging profiles of electric vehicles (EVs) is paramount in developing an efficient and reliable smart-grid. However, so far the level of analysis proposed to address this issue lacks combined spatial and temporal elements, thus making mobility a key challenge to address for a proper representation of this problem. This paper details the principles applied to represent optimal charging of EVs by employing an agent-based model that simulates the travelling patterns of vehicles on a road network. The output data is used as a reliable forecast so an optimal power flow model can devise optimal charging scenarios of EVs in a local electrical network. The effectiveness of the model is illustrated by presenting a multi-day case study in an urban area. Results show a high level of detail and variability in EV charging when a present-day carbon fuel mix is compared to one with lower carbon intensity.
Issue Date: 22-Jul-2012
Date of Acceptance: 1-Jan-2012
URI: http://hdl.handle.net/10044/1/38830
DOI: http://dx.doi.org/10.1109/PESGM.2012.6345579
Publisher: IEEE
Start Page: 1
End Page: 8
Journal / Book Title: Proceedings of the 2012 IEEE Power and Energy Society General Meeting
Copyright Statement: © 2012 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.
Sponsor/Funder: BP International Limited
Engineering & Physical Science Research Council (EPSRC)
Funder's Grant Number: BPI/PAT/SH/50046
EP/I038837/1
Conference Name: 2012 IEEE Power and Energy Society General Meeting
Keywords: Science & Technology
Technology
Engineering, Electrical & Electronic
Engineering
Agent based transport modelling
coordination of distributed energy resources
distribution network operation
electric vehicle charging
local smart-grids
optimal power flow
Publication Status: Published
Start Date: 2012-07-22
Finish Date: 2012-07-26
Conference Place: San Diego, CA, USA
Appears in Collections:Faculty of Engineering
Centre for Environmental Policy
Chemical Engineering
Faculty of Natural Sciences



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