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Article

Using a System Dynamics Modelling Process to Determine the Impact of eCar, eBus and eTruck Market Penetration on Carbon Emissions in South Africa

by
Nalini Sooknanan Pillay
1,*,
Alan Colin Brent
2,3,
Josephine Kaviti Musango
4 and
Francois van Geems
1
1
Eskom SOC, Research Testing & Development, Cleveland 2022, South Africa
2
Department of Industrial Engineering, and the Centre for Renewable and Sustainable Energy, Stellenbosch University, Stellenbosch 7600, South Africa
3
Sustainable Energy Systems, School of Engineering and Computer Science, Victoria University of Wellington, Wellington 6140, New Zealand
4
School of Public Leadership, and the Centre for Renewable and Sustainable Energy Studies, Stellenbosch University, Stellenbosch 7600, South Africa
*
Author to whom correspondence should be addressed.
Energies 2020, 13(3), 575; https://doi.org/10.3390/en13030575
Submission received: 31 October 2019 / Revised: 21 November 2019 / Accepted: 7 December 2019 / Published: 25 January 2020
(This article belongs to the Special Issue Electric Vehicles for Sustainable Transportation)

Abstract

The complexities that are inherent in electricity value chains are non-linear in nature and they require unconventional modelling methods, such as system dynamics. This paper provides an overview of the system dynamics method applied for obtaining an understanding of the impact of electric-bus, -car, and -truck market penetration on carbon emissions in South Africa, through the development of the electric mobility simulator (eMobiSim). Two scenarios were tested. The World Reference scenario was based on a market penetration of 22% eCars, 19% eTrucks, and 80% eBuses and the Gross Domestic Product (GDP) scenario was based on 2.38% eCars, 1.79% eTrucks, and 12% eBuses. The results indicate that the World Reference scenario is the most optimistic, with a 12.33% decrease in carbon emissions in the transport sector and an increase of 4.32% in the electricity sector. However, if the economic structure that is specific to South Africa is to be considered and the GDP scenario is run, then there would only be a 1.77% decrease of carbon emissions in the transport sector and an increase of 0.64% in the electricity sector. Although the eCar market penetration produces the highest reduction in carbon emissions, the volumes that are required are large and other factors, such as price parity and affordability in the various income deciles, would have to be considered in determining whether this volume is achievable.
Keywords: electric vehicle penetration; battery storage; carbon emission electric vehicle penetration; battery storage; carbon emission

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MDPI and ACS Style

Sooknanan Pillay, N.; Brent, A.C.; Musango, J.K.; van Geems, F. Using a System Dynamics Modelling Process to Determine the Impact of eCar, eBus and eTruck Market Penetration on Carbon Emissions in South Africa. Energies 2020, 13, 575. https://doi.org/10.3390/en13030575

AMA Style

Sooknanan Pillay N, Brent AC, Musango JK, van Geems F. Using a System Dynamics Modelling Process to Determine the Impact of eCar, eBus and eTruck Market Penetration on Carbon Emissions in South Africa. Energies. 2020; 13(3):575. https://doi.org/10.3390/en13030575

Chicago/Turabian Style

Sooknanan Pillay, Nalini, Alan Colin Brent, Josephine Kaviti Musango, and Francois van Geems. 2020. "Using a System Dynamics Modelling Process to Determine the Impact of eCar, eBus and eTruck Market Penetration on Carbon Emissions in South Africa" Energies 13, no. 3: 575. https://doi.org/10.3390/en13030575

APA Style

Sooknanan Pillay, N., Brent, A. C., Musango, J. K., & van Geems, F. (2020). Using a System Dynamics Modelling Process to Determine the Impact of eCar, eBus and eTruck Market Penetration on Carbon Emissions in South Africa. Energies, 13(3), 575. https://doi.org/10.3390/en13030575

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