An ECM-PSO based optimal charging current pattern searching for Li-ion batteries
- DOI
- 10.2991/mseee-17.2017.10How to use a DOI?
- Keywords
- Li-ion batteries, ECM, PSO algorithm, Multistage constant current charging.
- Abstract
EV battery charging is growing in importance as it has a direct influence on the EV performance. Multistage Constant Current (MCC) charging strategy is an effective rapid charging method. This paper proposes an ECM-PSO algorithm to search for the optimal current pattern of the MCC charging strategy. The MCC charging model is built according to the Li-ion battery equivalent circuit model, and the object function for the ECM-PSO optimization was formulated and the optimal current pattern of the MCC charging method was obtained through the ECM-PSO algorithm. The experimental result shows that the obtained current pattern is capable of charging the batteries to 87.7% of the rated capacity within 36.5 min. Compared with the conventional CC-CV charging method, the proposed charging strategy has a performance improvement of 60.3% in charging time reduction, and the average temperature rise during the proposed MCC charging process is 0.5 lower than the CC-CV charging method.
- Copyright
- © 2017, the Authors. Published by Atlantis Press.
- Open Access
- This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).
Cite this article
TY - CONF AU - Haitao Min AU - Weiyi Sun AU - Zhiru Liu AU - Yuanbin Yu AU - Dongni Guo PY - 2017/08 DA - 2017/08 TI - An ECM-PSO based optimal charging current pattern searching for Li-ion batteries BT - Proceedings of the 2017 International Conference on Material Science, Energy and Environmental Engineering (MSEEE 2017) PB - Atlantis Press SP - 52 EP - 56 SN - 2352-5401 UR - https://doi.org/10.2991/mseee-17.2017.10 DO - 10.2991/mseee-17.2017.10 ID - Min2017/08 ER -