SOC estimation for li-Ion batteries using extended kalman filter with PID controlled process noise according to the voltage error
dc.contributor.author | Çelik, Mert | |
dc.contributor.author | Gözüküçük, Mehmet Ali | |
dc.contributor.author | Akdoğan, Taylan | |
dc.contributor.author | Uğurdağ, Hasan Fatih | |
dc.date.accessioned | 2020-09-10T13:12:37Z | |
dc.date.available | 2020-09-10T13:12:37Z | |
dc.date.issued | 2019 | |
dc.identifier.isbn | 978-605011275-7 | |
dc.identifier.uri | http://hdl.handle.net/10679/6938 | |
dc.identifier.uri | https://ieeexplore.ieee.org/document/8990538 | |
dc.description.abstract | State of Charge (SOC) estimation is critical for battery powered devices in order to find out the remaining charge level. This process is relatively straightforward when the battery is in the resting state. However, it can be challenging while the device is operating, due to the process disturbances and model uncertainties. Various kinds of approaches have already been proposed in the literature like Neural Networks, Kalman Filtering, and Nonlinear Observers. Nevertheless, proposed methods in the literature do not have fast response for initial condition errors. This paper proposes a new implementation of Extended Kalman Filter, which improves the convergence characteristics of states for SOC estimation. The importance of initial condition errors is articulated in this paper, especially from an automotive perspective. | 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 | SOC estimation for li-Ion batteries using extended kalman filter with PID controlled process noise according to the voltage error | en_US |
dc.type | Conference paper | en_US |
dc.contributor.department | Özyeğin University | |
dc.contributor.authorID | (ORCID 0000-0002-0646-4637 & YÖK ID 144754) Akdoğan, Taylan | |
dc.contributor.authorID | (ORCID 0000-0002-6256-0850 & YÖK ID 118293) Uğurdağ, Fatih | |
dc.contributor.ozuauthor | Akdoğan, Taylan | |
dc.contributor.ozuauthor | Uğurdağ, Hasan Fatih | |
dc.identifier.startpage | 810 | en_US |
dc.identifier.endpage | 814 | en_US |
dc.identifier.wos | WOS:000552654100163 | |
dc.identifier.doi | https://doi.org/10.23919/ELECO47770.2019.8990538 | en_US |
dc.identifier.scopus | SCOPUS:2-s2.0-85080933902 | |
dc.contributor.ozugradstudent | Çelik, Mert | |
dc.contributor.ozugradstudent | Gözüküçük, Mehmet Ali | |
dc.relation.publicationcategory | Conference Paper - International - Institutional Academic Staff and Graduate Student |
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