Grid-Sim: Simulating Electric Fleet Charging with Renewable Generation and Battery Storage

The inevitable electrification of the sub-Saharan African paratransit system poses substantial threats to an already crippled electricity supply network. The integration of any electric vehicle fleet in this region will require in-depth analyses and understanding of the grid impact due to charging....

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Main Authors: Johannes Human Giliomee, Marthinus Johannes Booysen
Format: Article
Language:English
Published: MDPI AG 2023-10-01
Series:World Electric Vehicle Journal
Subjects:
Online Access:https://www.mdpi.com/2032-6653/14/10/274
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author Johannes Human Giliomee
Marthinus Johannes Booysen
author_facet Johannes Human Giliomee
Marthinus Johannes Booysen
author_sort Johannes Human Giliomee
collection DOAJ
description The inevitable electrification of the sub-Saharan African paratransit system poses substantial threats to an already crippled electricity supply network. The integration of any electric vehicle fleet in this region will require in-depth analyses and understanding of the grid impact due to charging. This allows informative decisions for sufficient planning to be made for the required network infrastructure or the implementation of applicable ‘load-shifting’ techniques. This paper presents Grid-Sim, a software tool that enables comprehensive analysis of the grid impact implications of electrifying vehicle fleets. Grid-Sim is applied to assess the load profiles, energy demand, load-shifting techniques, and associated emissions for two charging stations serving an electrified minibus taxi fleet of 202 vehicles in Johannesburg, South Africa. It is found that the current operation patterns result in a peak grid power draw of 12 kW/taxi, grid-drawn energy of 87.4 kWh/taxi/day, and, subsequently, 93 kg CO<sub>2</sub>/taxi/day of emissions. However, when using the built-in option of including external batteries and a solar charging station, the average peak power draw reduces by 66%, and both grid-drawn energy and emissions reduce by 58%.
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spelling doaj.art-e7861e8f86484b56b40e7f13efe3e3752023-11-19T18:31:52ZengMDPI AGWorld Electric Vehicle Journal2032-66532023-10-01141027410.3390/wevj14100274Grid-Sim: Simulating Electric Fleet Charging with Renewable Generation and Battery StorageJohannes Human Giliomee0Marthinus Johannes Booysen1Department of E&E Engineering, Stellenbosch University, Stellenbosch 7600, South AfricaFaculty of Engineering, Stellenbosch University, Stellenbosch 7600, South AfricaThe inevitable electrification of the sub-Saharan African paratransit system poses substantial threats to an already crippled electricity supply network. The integration of any electric vehicle fleet in this region will require in-depth analyses and understanding of the grid impact due to charging. This allows informative decisions for sufficient planning to be made for the required network infrastructure or the implementation of applicable ‘load-shifting’ techniques. This paper presents Grid-Sim, a software tool that enables comprehensive analysis of the grid impact implications of electrifying vehicle fleets. Grid-Sim is applied to assess the load profiles, energy demand, load-shifting techniques, and associated emissions for two charging stations serving an electrified minibus taxi fleet of 202 vehicles in Johannesburg, South Africa. It is found that the current operation patterns result in a peak grid power draw of 12 kW/taxi, grid-drawn energy of 87.4 kWh/taxi/day, and, subsequently, 93 kg CO<sub>2</sub>/taxi/day of emissions. However, when using the built-in option of including external batteries and a solar charging station, the average peak power draw reduces by 66%, and both grid-drawn energy and emissions reduce by 58%.https://www.mdpi.com/2032-6653/14/10/274paratransitelectric vehicleminibus taxienergy expendituregrid impactvehicle charging
spellingShingle Johannes Human Giliomee
Marthinus Johannes Booysen
Grid-Sim: Simulating Electric Fleet Charging with Renewable Generation and Battery Storage
World Electric Vehicle Journal
paratransit
electric vehicle
minibus taxi
energy expenditure
grid impact
vehicle charging
title Grid-Sim: Simulating Electric Fleet Charging with Renewable Generation and Battery Storage
title_full Grid-Sim: Simulating Electric Fleet Charging with Renewable Generation and Battery Storage
title_fullStr Grid-Sim: Simulating Electric Fleet Charging with Renewable Generation and Battery Storage
title_full_unstemmed Grid-Sim: Simulating Electric Fleet Charging with Renewable Generation and Battery Storage
title_short Grid-Sim: Simulating Electric Fleet Charging with Renewable Generation and Battery Storage
title_sort grid sim simulating electric fleet charging with renewable generation and battery storage
topic paratransit
electric vehicle
minibus taxi
energy expenditure
grid impact
vehicle charging
url https://www.mdpi.com/2032-6653/14/10/274
work_keys_str_mv AT johanneshumangiliomee gridsimsimulatingelectricfleetchargingwithrenewablegenerationandbatterystorage
AT marthinusjohannesbooysen gridsimsimulatingelectricfleetchargingwithrenewablegenerationandbatterystorage