Electric vehicle model parameter estimation with combined least squares and gradient descent method
dc.contributor.author | Gözüküçük, Mehmet Ali | |
dc.contributor.author | Uğurdağ, Hasan Fatih | |
dc.contributor.author | Dedeköy, Mert | |
dc.contributor.author | Çelik, Mert | |
dc.contributor.author | Akdoğan, Taylan | |
dc.date.accessioned | 2020-09-10T11:12:34Z | |
dc.date.available | 2020-09-10T11:12:34Z | |
dc.date.issued | 2019 | |
dc.identifier.isbn | 978-605011275-7 | |
dc.identifier.uri | http://hdl.handle.net/10679/6936 | |
dc.identifier.uri | https://ieeexplore.ieee.org/document/8990393 | |
dc.description.abstract | Energy management algorithms have a crucial role in electric vehicles due to their limited driving range. For an energy management algorithm to be effective, we should model the vehicle as accurately as possible. That is, not only the structure of the model should be accurate, but also the parameters of the model should be accurate. In this work, we take the model of an electric vehicle and tune three parameters in it based on trip data, namely, vehicle mass, air drag coefficient, and rolling resistance coefficient. We do this by using Least Squares method to set the initial guess and then by optimizing the parameters using Gradient Descent. To the best of our knowledge, this is the first work that simultaneously estimates these three parameters. Our work is also unique in the sense that it combines Least Squares and Gradient Descent. | en_US |
dc.description.sponsorship | TÜBİTAK | |
dc.language.iso | eng | en_US |
dc.publisher | IEEE | en_US |
dc.relation | info:turkey/grantAgreement/TUBITAK/115E097 | |
dc.relation | info:turkey/grantAgreement/TUBITAK/115E127 | |
dc.relation.ispartof | 2019 11th International Conference on Electrical and Electronics Engineering (ELECO) | |
dc.rights | restrictedAccess | |
dc.title | Electric vehicle model parameter estimation with combined least squares and gradient descent method | en_US |
dc.type | Conference paper | en_US |
dc.publicationstatus | Published | en_US |
dc.contributor.department | Özyeğin University | |
dc.contributor.authorID | (ORCID 0000-0002-6256-0850 & YÖK ID 118293) Uğurdağ, Fatih | |
dc.contributor.authorID | (ORCID 0000-0002-0646-4637 & YÖK ID 144754) Akdoğan, Taylan | |
dc.contributor.ozuauthor | Uğurdağ, Hasan Fatih | |
dc.contributor.ozuauthor | Akdoğan, Taylan | |
dc.identifier.startpage | 805 | en_US |
dc.identifier.endpage | 809 | en_US |
dc.identifier.wos | WOS:000552654100162 | |
dc.identifier.doi | https://doi.org/10.23919/ELECO47770.2019.8990393 | en_US |
dc.identifier.scopus | SCOPUS:2-s2.0-85080962095 | |
dc.contributor.ozugradstudent | Gözüküçük, Mehmet Ali | |
dc.contributor.ozugradstudent | Çelik, Mert | |
dc.contributor.ozugradstudent | Dedeköy, Mert | |
dc.relation.publicationcategory | Conference Paper - International - Institutional Academic Staff and Graduate Student |
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