LAPSE:2023.9817
Published Article
LAPSE:2023.9817
Gender Aspects in Driving Style and Its Impact on Battery Ageing
February 27, 2023
Abstract
The long and tiring discussion of who are the best drivers, men or women, is not answered in this article. This article, though, sheds some light on the actual differences that can be seen in how men and women drive. In this study, GPS-recorded driving dynamics data from 123 drivers, 48 women and 75 men, are analysed and drivers are categorised as aggressive, normal or gentle. A total of 10% of the drivers was categorised as aggressive, with an even distribution between the genders. For the gentle drivers, 11% of the drivers, the men dominated. The driving style investigation was extended to utilise machine learning, confirming the results from statistical tools. As driving style highly impacts a vehicle’s fuel consumption, while switching over to battery electric vehicles it is important to investigate how the different driving styles impact battery utilisation. Two Li-ion battery cell types were tested utilising the same load cycle with three levels of current amplitude, to represent accelerations for the three drive categories. While one cell type was insensitive to the current amplitude, the highly energy-optimised cell proved to be sensitive to higher current amplitudes, corresponding to a more aggressive driving style. Thus, the amplitude of the dynamic current can for some cells be a factor that needs to be considered for lifetime predictions, while it can be neglected for other cells.
Keywords
driving style, electric vehicle, gender, lithium-ion battery, Machine Learning, support vector machine, test
Suggested Citation
Wikner E, Orbay R, Fogelström S, Thiringer T. Gender Aspects in Driving Style and Its Impact on Battery Ageing. (2023). LAPSE:2023.9817
Author Affiliations
Wikner E: Department of Electrical Engineering, Chalmers University of Technology, 412 96 Gothenburg, Sweden [ORCID]
Orbay R: Volvo Car Corporation, 405 31 Gothenburg, Sweden [ORCID]
Fogelström S: Department of Electrical Engineering, Chalmers University of Technology, 412 96 Gothenburg, Sweden [ORCID]
Thiringer T: Department of Electrical Engineering, Chalmers University of Technology, 412 96 Gothenburg, Sweden [ORCID]
Journal Name
Energies
Volume
15
Issue
18
First Page
6791
Year
2022
Publication Date
2022-09-16
ISSN
1996-1073
Version Comments
Original Submission
Other Meta
PII: en15186791, Publication Type: Journal Article
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LAPSE:2023.9817
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https://doi.org/10.3390/en15186791
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Feb 27, 2023
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CC BY 4.0
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