Abstract
Changes in the ambient temperature of batteries in the use of electric vehicles accelerate the aging and attenuation resulting in increased internal resistance and performance degradation. The in situ electrochemical impedance measurement method is an effective tool for detecting electrochemical reactions on multiple time scales inside the battery. In this paper, the relaxation time distribution method is used to investigate the electrochemical impedance of the battery to reveal the aging mechanism during the temperature changes. In order to solve the problem of low frequency resolution of existing impedance spectrum analysis methods, the quantity and actual impedance in electrochemical reaction process are effectively analyzed. Gaussian process regression and regularization are an efficient tool for obtaining the distribution of functions and the minimization parameter. It is proved that through the conversion analysis of the frequency domain impedance data, it is helpful to obtain the true state of the battery more accurately. It lays a theoretical foundation for the further research of battery fault diagnosis, state estimation, life prediction and other methods.
| Original language | English |
|---|---|
| Title of host publication | 2022 IEEE International Conference on Power Systems Technology |
| Subtitle of host publication | Embracing Advanced Technology in Power and Energy Systems for Sustainable Development, POWERCON 2022 |
| Editors | Haroon Rashid |
| Publisher | Institute of Electrical and Electronics Engineers Inc. |
| ISBN (Electronic) | 9781665417754 |
| DOIs | |
| State | Published - 2022 |
| Event | 2022 IEEE International Conference on Power Systems Technology, POWERCON 2022 - Kuala Lumpur, Malaysia Duration: 12 Sep 2022 → 14 Sep 2022 |
Publication series
| Name | 2022 IEEE International Conference on Power Systems Technology: Embracing Advanced Technology in Power and Energy Systems for Sustainable Development, POWERCON 2022 |
|---|
Conference
| Conference | 2022 IEEE International Conference on Power Systems Technology, POWERCON 2022 |
|---|---|
| Country/Territory | Malaysia |
| City | Kuala Lumpur |
| Period | 12/09/22 → 14/09/22 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 7 Affordable and Clean Energy
Keywords
- battery aging
- distribution of relaxation time
- electric vehicle
- electrochemical impedance
- gaussian process
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