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dc.contributor.authorGözüküçük, Mehmet Ali
dc.contributor.authorUğurdağ, Hasan Fatih
dc.contributor.authorDedeköy, Mert
dc.contributor.authorÇelik, Mert
dc.contributor.authorAkdoğan, Taylan
dc.date.accessioned2020-09-10T11:12:34Z
dc.date.available2020-09-10T11:12:34Z
dc.date.issued2019
dc.identifier.isbn978-605011275-7
dc.identifier.urihttp://hdl.handle.net/10679/6936
dc.identifier.urihttps://ieeexplore.ieee.org/document/8990393
dc.description.abstractEnergy 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.sponsorshipTÜBİTAK
dc.language.isoengen_US
dc.publisherIEEEen_US
dc.relationinfo:turkey/grantAgreement/TUBITAK/115E097
dc.relationinfo:turkey/grantAgreement/TUBITAK/115E127
dc.relation.ispartof2019 11th International Conference on Electrical and Electronics Engineering (ELECO)
dc.rightsrestrictedAccess
dc.titleElectric vehicle model parameter estimation with combined least squares and gradient descent methoden_US
dc.typeConference paperen_US
dc.publicationstatusPublisheden_US
dc.contributor.departmentÖzyeğin 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.ozuauthorUğurdağ, Hasan Fatih
dc.contributor.ozuauthorAkdoğan, Taylan
dc.identifier.startpage805en_US
dc.identifier.endpage809en_US
dc.identifier.wosWOS:000552654100162
dc.identifier.doi10.23919/ELECO47770.2019.8990393en_US
dc.identifier.scopusSCOPUS:2-s2.0-85080962095
dc.contributor.ozugradstudentGözüküçük, Mehmet Ali
dc.contributor.ozugradstudentÇelik, Mert
dc.contributor.ozugradstudentDedeköy, Mert
dc.contributor.authorMale5
dc.relation.publicationcategoryConference Paper - International - Institutional Academic Staff and Graduate Student


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