Estimation of Reduced Order Equivalent Circuit Model Parameters of Batteries from Noisy Current and Voltage Measurements

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dc.contributor.authorAlagöz, Barış Baykant
dc.contributor.authorAlisoy, Hafız
dc.date.accessioned2022-05-11T14:17:34Z
dc.date.available2022-05-11T14:17:34Z
dc.date.issued2018
dc.departmentFakülteler, Çorlu Mühendislik Fakültesi, Elektronik ve Haberleşme Mühendisliği Bölümü
dc.description.abstractIdentification of reduced order equivalent circuit battery model from current and voltage measurements allows modeling, classification and monitoring of batteries, and these tasks are very essential for battery management systems. This study presents a theoretical study to investigate performance of computer-aided identification of the reduced order equivalent circuit battery model from noisy current and voltage measurement data. The battery model is expressed in the form of fractional order differential equation and time domain numerical solution of this model is numerically calculated according to Grünwald-Letnikov definition of fractional-order derivative. Paper demonstrates an application of this numerical solution so that it can fit noisy current and voltage measurement data, and thus parameters of the equivalent circuit battery model can be estimated. Particle swarm optimization (PSO) method is used to solve this model fitting problem. Performance of the parameter estimation method is investigated for various noise levels of the synthetically generated current and voltage profiles.
dc.identifier.endpage231
dc.identifier.issn2147-284X
dc.identifier.issue4en_US
dc.identifier.startpage224
dc.identifier.trdizinidTXpFM05EVXpNdz09
dc.identifier.urihttps://app.trdizin.gov.tr/makale/TXpFM05EVXpNdz09
dc.identifier.urihttps://hdl.handle.net/20.500.11776/6403
dc.identifier.volume6
dc.indekslendigikaynakTR-Dizin
dc.institutionauthorAlisoy, Hafız
dc.language.isoen
dc.relation.ispartofBalkan Journal of Electrical and Computer Engineering
dc.rightsinfo:eu-repo/semantics/openAccess
dc.subjectBilgisayar Bilimleri
dc.subjectYapay Zeka
dc.subjectBilgisayar Bilimleri
dc.subjectSibernitik
dc.subjectBilgisayar Bilimleri
dc.subjectDonanım ve Mimari
dc.subjectBilgisayar Bilimleri
dc.subjectBilgi Sistemleri
dc.subjectBilgisayar Bilimleri
dc.subjectYazılım Mühendisliği
dc.subjectBilgisayar Bilimleri
dc.subjectTeori ve Metotlar
dc.subjectMühendislik
dc.subjectBiyotıp
dc.subjectMühendislik
dc.subjectElektrik ve Elektronik
dc.subjectYeşil
dc.subjectSürdürülebilir Bilim ve Teknoloji
dc.subjectTelekomünikasyon
dc.titleEstimation of Reduced Order Equivalent Circuit Model Parameters of Batteries from Noisy Current and Voltage Measurements
dc.typeArticle

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