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Evaluating the role of behavior and social class in electric vehicle adoption and charging demands
Understanding electric vehicle (EV) adoption rates and charging patterns is critical in enabling grid operators to maintain quality of supply and offers the potential to procure network services and avoid or postpone capital investments. Agent-based models have separately been shown to be useful in...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8361267/ https://www.ncbi.nlm.nih.gov/pubmed/34409273 http://dx.doi.org/10.1016/j.isci.2021.102914 |
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author | Lee, Rachel Brown, Solomon |
author_facet | Lee, Rachel Brown, Solomon |
author_sort | Lee, Rachel |
collection | PubMed |
description | Understanding electric vehicle (EV) adoption rates and charging patterns is critical in enabling grid operators to maintain quality of supply and offers the potential to procure network services and avoid or postpone capital investments. Agent-based models have separately been shown to be useful in modeling EV adoption, policy options, behavioral influences, and grid impacts. In this work, we bring together these threads with real world travel data to present a multi-scale, behaviour-based EV adoption and use model able to replicate historical changes in vehicle fleets and match the most recent real world EV charging profile data. We have shown how our model can be used to simulate the impact of policies and consumer behavior on the rate of EV adoption across socio-economic groups and the locational grid impacts of EV charging, and as such we believe it to be of value to policy makers, grid operators, and demand response aggregators. |
format | Online Article Text |
id | pubmed-8361267 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-83612672021-08-17 Evaluating the role of behavior and social class in electric vehicle adoption and charging demands Lee, Rachel Brown, Solomon iScience Article Understanding electric vehicle (EV) adoption rates and charging patterns is critical in enabling grid operators to maintain quality of supply and offers the potential to procure network services and avoid or postpone capital investments. Agent-based models have separately been shown to be useful in modeling EV adoption, policy options, behavioral influences, and grid impacts. In this work, we bring together these threads with real world travel data to present a multi-scale, behaviour-based EV adoption and use model able to replicate historical changes in vehicle fleets and match the most recent real world EV charging profile data. We have shown how our model can be used to simulate the impact of policies and consumer behavior on the rate of EV adoption across socio-economic groups and the locational grid impacts of EV charging, and as such we believe it to be of value to policy makers, grid operators, and demand response aggregators. Elsevier 2021-07-28 /pmc/articles/PMC8361267/ /pubmed/34409273 http://dx.doi.org/10.1016/j.isci.2021.102914 Text en © 2021 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Article Lee, Rachel Brown, Solomon Evaluating the role of behavior and social class in electric vehicle adoption and charging demands |
title | Evaluating the role of behavior and social class in electric vehicle adoption and charging demands |
title_full | Evaluating the role of behavior and social class in electric vehicle adoption and charging demands |
title_fullStr | Evaluating the role of behavior and social class in electric vehicle adoption and charging demands |
title_full_unstemmed | Evaluating the role of behavior and social class in electric vehicle adoption and charging demands |
title_short | Evaluating the role of behavior and social class in electric vehicle adoption and charging demands |
title_sort | evaluating the role of behavior and social class in electric vehicle adoption and charging demands |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8361267/ https://www.ncbi.nlm.nih.gov/pubmed/34409273 http://dx.doi.org/10.1016/j.isci.2021.102914 |
work_keys_str_mv | AT leerachel evaluatingtheroleofbehaviorandsocialclassinelectricvehicleadoptionandchargingdemands AT brownsolomon evaluatingtheroleofbehaviorandsocialclassinelectricvehicleadoptionandchargingdemands |