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Comprehensive battery aging dataset: capacity and impedance fade measurements of a lithium-ion NMC/C-SiO cell [dataset]

Luh, Matthias ORCID iD icon 1,2; Blank, Thomas ORCID iD icon 2
1 Institut für Programmstrukturen und Datenorganisation (IPD), Karlsruher Institut für Technologie (KIT)
2 Institut für Prozessdatenverarbeitung und Elektronik (IPE), Karlsruher Institut für Technologie (KIT)

Abstract (englisch):

Battery degradation is critical to the cost-effectiveness and usability of battery-powered products. Aging studies can help to better understand and model degradation and to optimize the operation strategy. Nevertheless, there are only a few comprehensive and freely available aging datasets for these applications.
To our knowledge, the dataset presented in the following is one of the largest published to date. It contains over 3 billion data points from 228 commercial NMC/C+SiO lithium-ion cells aged for more than a year under a wide range of operating conditions. We investigate calendar and cyclic aging and also apply different driving cycles to some of the cells. The dataset includes result data (such as the remaining usable capacity or impedance measured in check-ups) and raw data (i.e., measurement logs with two-second resolution).
The data can be used in a wide range of applications, for example, to model battery degradation, gain insight into lithium plating, optimize operation strategies, or test battery impedance or state estimation algorithms using machine learning or Kalman filtering.


Zugehörige Institution(en) am KIT Institut für Programmstrukturen und Datenorganisation (IPD)
Institut für Prozessdatenverarbeitung und Elektronik (IPE)
Publikationstyp Forschungsdaten
Publikationsdatum 07.03.2024
Erstellungsdatum 12.10.2022 - 04.01.2024
Identifikator DOI: 10.35097/1947
KITopen-ID: 1000168959
HGF-Programm 38.02.03 (POF IV, LK 01) Batteries in Application
Lizenz Creative Commons Namensnennung 4.0 International
Projektinformation GRK 2153/2 (DFG, DFG KOORD, GRK 2153/2)
Externe Relationen Forschungsdaten/Software
Forschungsdaten/Software
Schlagwörter lithium-Ion, batteries, battery degradation, battery aging, battery ageing, battery, data, cycling data, electrochemical impedance spectroscopy (EIS), High Power Pulse Charging (HPPC), battery lifetime, NMC, NCM, silicon anode, NMC/C-SiO, battery degradation dataset, battery impedance, capacity fade, power fade, lithium plating, lithium stripping
Liesmich

The data is described in detail in the open-access publication <to be published>, also see external links.
Python example code to read, process, and visualize the data is provided in the GitHub repository (also see external links):
https://github.com/energystatusdata/bat-age-data-scripts/

Art der Forschungsdaten Dataset
Globale Ziele für nachhaltige Entwicklung Ziel 7 – Bezahlbare und saubere Energie
KIT – Die Forschungsuniversität in der Helmholtz-Gemeinschaft
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