The Transactions of the Korean Institute of Power Electronics (전력전자학회논문지)

The Korean Institute of Power Electronics (전력전자학회)
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Comparison and Selection of Quantitative Priority in Battery Screening Group Based on Series Resistance/Fuzzy Logic

직렬저항/퍼지로직 기반 배터리 선별 그룹 내 정량적 우선순위 비교 및 선정

  • Cho, Sangwoo (Dept. of Electrical Engineering, Chungnam National University) ;
  • Han, Dongho (Dept. of Electrical Engineering, Chungnam National University) ;
  • Choi, Changki (Dept. of Electrical Engineering, Chungnam National University) ;
  • Kim, Jaewon (Dept. of Electrical Engineering, Chungnam National University) ;
  • Kim, Jonghoon (Dept. of Electrical Engineering, Chungnam National University)
  • Received : 2021.09.04
  • Accepted : 2021.12.20
  • Published : 2022.04.20
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Abstract

In increasing the safety and usage of lithium-ion battery packs, reducing the parameter deviation between cells, such as voltage and temperature within the battery pack, is important. In this study, we propose a screening method to reduce parameter deviation between cells in battery packs. Screening algorithms are constructed based on Fuzzy logic and quantitatively express the similarities between battery cells. Screening is applied by utilizing series resistance components after experiments of electrical characteristics that consider the operation status of battery packs. After screening, the standard deviation of series resistance components according to the similarity ranking is compared and analyzed, and their conformity are verified with the algorithm parameters.

Keywords

Acknowledgement

이 논문은 한국전력공사 2019년 선정 기초연구개발 과제의 지원을 받아 수행한 연구 과제입니다. (R19XO01-45) 이 논문은 한국연구재단(NRF)의 지원을 받아 수행한 연구 과제입니다. (No. 2020R1F1A1076204)

References

  1. J. S. Kim, H. Y. Chun, M. H. Kim, S. H. Han, J. W. Lee, and T. K. Lee, "Effective and practical parameters of electrochemical Li-ion battery models for degradation diagnosis," Journal of Energy Storage, Vol. 42, Oct. 2021.
  2. H. He, X. Zhang, R. Xiong, Y. Xu, and H. Guo, "Online model-based estimation of state-of-charge and open-circuit voltage of lithium-ion batteries in electric vehicles," Enegy, Vol. 39, No. 1, pp. 310-318, Mar. 2012.
  3. J. A. Zaragoza-Asensio, S. Pinado, and J. Perez-Alvarez, "Li-ion battery for space missions based on COTS cells: Mechanical analysis and design," The Egyptian Journal of Remote Sensing and Space Sceinces, Vol. 24, No. 2, pp. 311-317, Aug. 2021. https://doi.org/10.1016/j.ejrs.2020.12.005
  4. S. Hemavathi, "Overview of cell balancing methods for Li-ion battery," Energy Storage, Vol. 3, No. 2, Apr. 2021.
  5. A. Hauser and R. Kuhn, "12 - Cell balancing, battery estimation, and safety aspects of battery management systems for electric vehicles," Advances in Battery Technology for Electric Vehicles, pp. 283-326, May. 2015.
  6. A. Turksoy, A. Teke, and A. Alkaya, "A comprehensive overview of the DC-DC converter-based battery charge balancing methods in electric vehicles," Renewable and Sustainable Energy Reviews, Vol. 133, Nov. 2020.
  7. L. Zhou, Y. Zheng, M. Ouyang, and L. Lu, "A study on parameter variation effects on battery packs for electric vehicles," Journal of Power Sources, Vol. 364, pp. 242-252, Oct. 2017. https://doi.org/10.1016/j.jpowsour.2017.08.033
  8. F. Feng, X. Hu, L. Hu, Y. Li, and L. Zhang, "Propagation mechanism and diagnosis of parameter inconsistency within Li-Ion battery packs," Renewable and Sustainable Energy Reviews, Vol. 112, pp. 102-113, Sep. 2019. https://doi.org/10.1016/j.rser.2019.05.042
  9. J. Kim and B. H. Cho, "Screening process-based modeling of the multi-cell battery string in series and parallel connections for high accuracy state-of-charge estimation," Energy, Vol. 57, pp. 581-599, Aug. 2013. https://doi.org/10.1016/j.energy.2013.04.050
  10. Z. Zhou, A. Ran, S. Chen, X. Zhang, G. Wei, B. Li, F. Kang, X. Zhou, and H. Sun, "A fast screening framework for second-life batteires based on an improved bisecting K-means algorithm combined with fast pulse test," Journal of Energy Storage, Vol. 31, Oct. 2020.
  11. Z. Zhou, B. Duan, Y. Kang, Y. Shang, N. Cui, L. Chang, and C. Zhang, "An efficient screening method for retired lithium-ion batteries based on support vector machine," Journal of Cleaner Production, Vol. 267, Sep. 2020.
  12. B. I. Jeon, H. C. Cho, and H. T. Jeon, "The implementation of the intelligent exoskeleton robot arm using ElctroMiogram (EMG) vital signal," Journal of Korean Institute of Intelligent Systems, Vol. 22, No. 5, pp. 533-539, Oct. 2012. https://doi.org/10.5391/JKIIS.2012.22.5.533