LAPSE:2023.15240
Published Article
LAPSE:2023.15240
Hybrid Research Platform for Fundamental and Empirical Modeling and Analysis of Energy Management of Shared Electric Vehicles
March 2, 2023
This article presents the results of the development of a hybrid research platform for fundamental and empirical modeling and analysis of energy management of shared electric vehicles. The article describes the hybrid model and its specific features in detail. Within the model architecture, a part of the fundamental model, empirical model and data collection tools were interconnected. The uniqueness lies in the models of electric cars created for a specific vehicle using cost-optimal parameterizations, as well as the implementation of a cloud solution, which is based on custom data communication, custom data logger and cost-optimized parameterization of machine learning algorithms. Experimental verification was performed on a real electric car in public traffic. The car is part of casharing platform.
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Keywords
digital evaluation model, driving resistances, electric vehicle consumption, electric vehicle range, EV modeling and simulation, Machine Learning, Model Predictive Control, Optimization
Subject
Suggested Citation
Koreny M, Simonik P, Klein T, Mrovec T, Ligori JJ. Hybrid Research Platform for Fundamental and Empirical Modeling and Analysis of Energy Management of Shared Electric Vehicles. (2023). LAPSE:2023.15240
Author Affiliations
Koreny M: Development Rear Lighting Electronics, HELLA AUTOTECHNIK NOVA, s.r.o., Druzstevni 338/16, 789 85 Mohelnice, Czech Republic [ORCID]
Simonik P: Department of Electronics, Faculty of Electrical Engineering and Computer Science, VSB—Technical University of Ostrava, 17. listopadu 2172/15, 708 00 Ostrava, Czech Republic [ORCID]
Klein T: Department of Electronics, Faculty of Electrical Engineering and Computer Science, VSB—Technical University of Ostrava, 17. listopadu 2172/15, 708 00 Ostrava, Czech Republic [ORCID]
Mrovec T: Department of Electronics, Faculty of Electrical Engineering and Computer Science, VSB—Technical University of Ostrava, 17. listopadu 2172/15, 708 00 Ostrava, Czech Republic [ORCID]
Ligori JJ: Department of Electronics, Faculty of Electrical Engineering and Computer Science, VSB—Technical University of Ostrava, 17. listopadu 2172/15, 708 00 Ostrava, Czech Republic [ORCID]
Simonik P: Department of Electronics, Faculty of Electrical Engineering and Computer Science, VSB—Technical University of Ostrava, 17. listopadu 2172/15, 708 00 Ostrava, Czech Republic [ORCID]
Klein T: Department of Electronics, Faculty of Electrical Engineering and Computer Science, VSB—Technical University of Ostrava, 17. listopadu 2172/15, 708 00 Ostrava, Czech Republic [ORCID]
Mrovec T: Department of Electronics, Faculty of Electrical Engineering and Computer Science, VSB—Technical University of Ostrava, 17. listopadu 2172/15, 708 00 Ostrava, Czech Republic [ORCID]
Ligori JJ: Department of Electronics, Faculty of Electrical Engineering and Computer Science, VSB—Technical University of Ostrava, 17. listopadu 2172/15, 708 00 Ostrava, Czech Republic [ORCID]
Journal Name
Energies
Volume
15
Issue
4
First Page
1300
Year
2022
Publication Date
2022-02-11
Published Version
ISSN
1996-1073
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Original Submission
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PII: en15041300, Publication Type: Journal Article
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Published Article
LAPSE:2023.15240
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doi:10.3390/en15041300
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[v1] (Original Submission)
Mar 2, 2023
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Mar 2, 2023
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