A4 Refereed article in a conference publication

Capacity loss estimation for li-ion batteries based on a semi-empirical model




AuthorsRabah Mohammed, Immonen Eero, Shahsavari Sajad, Haghbayan Mohammad-Hashem, Murashko Kirill, Immonen Paula

EditorsKhalid Al-Begain, Mauro Iacono, Lelio Campanile, Andrzej Bargiela

Conference nameEuropean Conference on Modelling and Simulation

PublisherEuropean Council for Modelling and Simulation

Publication year2021

JournalProceedings: European Conference for Modelling and Simulation

Book title Proceedings of the 35th ECMS International Conference on Modelling and Simulation ECMS 2021

Journal name in sourceProceedings - European Council for Modelling and Simulation, ECMS

Series titleCommunications of the ECMS

Number in series1

Volume35

First page 235

Last page242

ISBN978-3-937436-72-2

ISSN2522-2414

DOIhttps://doi.org/10.7148/2021-0235

Web address http://www.scs-europe.net/dlib/2021/ecms2021acceptedpapers/0235_simo_ecms2021_0036.pdf

Self-archived copy’s web addresshttps://research.utu.fi/converis/portal/detail/Publication/66341359


Abstract

Understanding battery capacity degradation is instrumental for designing modern electric vehicles. In this paper, a Semi-Empirical Model for predicting the Capacity Loss of Lithium-ion batteries during Cycling and Calendar Aging is developed. In order to redict the Capacity Loss with a high accuracy, battery operation data from different test conditions and different Lithium-ion batteries chemistries were obtained from literature for parameter optimization (fitting). The obtained models were then compared to experimental data for validation. Our results show that the average error between the estimated Capacity Loss and measured Capacity Loss is less than 1.5% during Cycling Aging, and less than 2% during Calendar Aging. An electric mining dumper, with simulated duty cycle data, is considered as an application example.


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