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VALIŠ, D. HLINKA, J. FORBELSKÁ, M. PROCHÁZKA, P. CIPÍN, R. KOŠTIAL, R. VINTR, Z.
Original Title
Perspective study on charge time measurement of long-term stored lithium-ion batteries used in electric-powered aircraft assessed and modelled by specific growth model with diffusion process backup
Type
journal article in Web of Science
Language
English
Original Abstract
Electrical energy sources and batteries are currently in great demand. The demand is growing, and their use is on the rise in a variety of applications. In contrast, there are limited both production/manufacturing options and an effort to ensure more environmentally friendly acquisition, operation and use. In this article, we study, test, and model the charging process of Li-ION batteries. We study a set of long-term stored Li-ION batteries and compare the data and results with a set of new Li-ION batteries. The charging data are obtained experimentally by longterm testing, and the volume (of the data) is very large and statistically very representative. Modelling of the LiION battery charging process is based on specific growth model forms. Furthermore, the charging process is simulated using special forms of the diffusion process, specifically the Geometric Ornstein-Uhlenbeck process, which seems to be the most suitable for this purpose. The research is carried out with the aim to obtain the first passage time (FPT), i.e. the charge time of the battery. The first passage time is further studied with respect to the suitability of its expression using parametric probability distributions. We also acquired the numerical statistics of the charging time FPT as well as the respective parametric distribution. The FPT results obtained for long-term stored and new Li-ION batteries were compared using well-known and lesser-known statistical tests, such as the Kullback-Leibler divergence.
Keywords
Battery deterioration; Long-term storage; Battery charging; Battery reliability; Electric propulsion; Performability and capability modelling; Kullback-Leibler divergence
Authors
VALIŠ, D.; HLINKA, J.; FORBELSKÁ, M.; PROCHÁZKA, P.; CIPÍN, R.; KOŠTIAL, R.; VINTR, Z.
Released
1. 3. 2024
Publisher
ELSEVIER
Location
AMSTERDAM
ISBN
2352-1538
Periodical
Journal of Energy Storage
Year of study
80
Number
110385
State
Kingdom of the Netherlands
Pages from
1
Pages to
23
Pages count
URL
https://doi.org/10.1016/j.est.2023.110385
BibTex
@article{BUT188400, author="David {Vališ} and Jiří {Hlinka} and Marie {Forbelská} and Petr {Procházka} and Radoslav {Cipín} and Rostislav {Koštial} and Zdeněk {Vintr}", title="Perspective study on charge time measurement of long-term stored lithium-ion batteries used in electric-powered aircraft assessed and modelled by specific growth model with diffusion process backup", journal="Journal of Energy Storage", year="2024", volume="80", number="110385", pages="1--23", doi="10.1016/j.est.2023.110385", issn="2352-1538", url="https://doi.org/10.1016/j.est.2023.110385" }