Multiobjective GA Optimization for Energy Efficient Electric Vehicle Drivetrains

Sajib Chakraborty, Vinayak Padmaji, Dai-Duong Tran, Javier A. Corea Araujo, Thomas Geury, Mohamed El Baghdadi, Omar Hegazy

Onderzoeksoutput: Conference paperResearch

4 Citaten (Scopus)

Samenvatting

This paper investigates the impact of using wide bandgap (WBG) technology-based bidirectional interleaved HV DC/DC converters on the performance of battery electric vehicles (BEVs), An existing electric vehicle is upgraded using off-the-shelf components. There are a variety of batteries, high voltage (HV) DC/DCs, inverters, electric motors, transmissions, etc., available off-the-shelf; hence, numerous possible combinations can be formed, which make the optimal component selection process more complicated through analytical methods. In this paper, a multiobjective genetic algorithm (MOGA) is adopted to minimize the electric energy consumption by improving drivetrain efficiency based on the optimal variant selection of the components. It is found from the virtual simulation framework in MATLAB/Simulink® that overall, there is a 9.2% reduction in the energy consumption over a given driving cycle, i.e., Worldwide Harmonized Light Vehicles Test Procedure-3a (WLTP3a). To this end, the drivetrain performance in terms of acceleration time from 0–90 km/h is also improved by 10.2%, while the efficiency is improved by 1.5% compared to the conventional e-drivetrain.
Originele taal-2English
Titel2021 Sixteenth International Conference on Ecological Vehicles and Renewable Energies (EVER)
UitgeverijIEEE
Pagina's1-7
Aantal pagina's7
ISBN van elektronische versie9781665449021
DOI's
StatusPublished - 23 jun 2021
Evenement2021 Sixteenth International Conference on Ecological Vehicles and Renewable Energies (EVER) - Monte-Carlo, Monaco, France
Duur: 5 mei 20217 mei 2021
Congresnummer: 978-1-6654-4902-1
http://conference.evermonaco.com/index.php

Publicatie series

Naam2021 16th International Conference on Ecological Vehicles and Renewable Energies, EVER 2021

Conference

Conference2021 Sixteenth International Conference on Ecological Vehicles and Renewable Energies (EVER)
Land/RegioFrance
StadMonaco
Periode5/05/217/05/21
Internet adres

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