Research of Lithium-ion Battery Sorting Method Based on Fuzzy C-Means Algorithm

被引：11
|
作者：
Guo, Lei [1 ]
Liu, Genwang [1 ]
机构：
[1] Univ Elect Sci & Technol China, Inst Aeronaut & Astronaut, Chengdu 610054, Sichuan, Peoples R China
来源：
PROGRESS IN POWER AND ELECTRICAL ENGINEERING, PTS 1 AND 2 | 2012年 / 354-355卷
关键词：
Battery sorting; Cluster analysis; Fuzzy c-means; Battery group; Battery charging and discharging curve;
D O I：
10.4028/www.scientific.net/AMR.354-355.983
中图分类号：
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号：
0807 ; 0820 ;
摘要：
A method that applies Fuzzy C-Means algorithm (FCM) in lithium-ion battery sorting in formation and test system is presented. The original Fuzzy C-Means algorithm is optimized, and weighted index m and cluster number c are analyzed. Through battery sorting experiment, this method is verified to be feasible and practical.
引用
收藏
页码：983 / 988
页数：6
相关论文
共 50 条
  • [1] Fuzzy prediction of power lithium ion battery State of Function based on the fuzzy c-means clustering algorithm
    Wang D.
    Yang F.
    Gan L.
    Li Y.
    World Electric Vehicle Journal, 2019, 10 (01):
  • [2] Fast Clustering of Retired Lithium-ion Batteries Based on Adaptive Fuzzy C-means Algorithm
    Chen L.
    He M.
    Wu S.
    Chen D.
    Zhao M.
    Pan H.
    Qiche Gongcheng/Automotive Engineering, 2024, 46 (04): : 643 - 651
  • [3] A Quick Screening Approach Based on Fuzzy C-Means Algorithm for the Second Usage of Retired Lithium-Ion Batteries
    Zhang, Ying
    Zhou, Zhongkai
    Kang, Yongzhe
    Zhang, Chenghui
    Duan, Bin
    IEEE TRANSACTIONS ON TRANSPORTATION ELECTRIFICATION, 2021, 7 (02) : 474 - 484
  • [4] A degradation-based sorting method for lithium-ion battery reuse
    Chen, Hao
    Shen, Julia
    PLOS ONE, 2017, 12 (10):
  • [5] Study on Consistency Sorting Method of Lithium-ion Battery
    Liu, Sihan
    Sun, Wei
    Jiang, Dong
    Sun, Bingxiang
    2022 4TH INTERNATIONAL CONFERENCE ON SMART POWER & INTERNET ENERGY SYSTEMS, SPIES, 2022, : 1803 - 1808
  • [6] Fuzzy C-Means clustering algorithm based on kernel method
    Wu, ZD
    Xie, WX
    Yu, JP
    ICCIMA 2003: FIFTH INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND MULTIMEDIA APPLICATIONS, PROCEEDINGS, 2003, : 49 - 54
  • [7] Research on Temperament Classification Method Based on Fuzzy C-Means
    Yang, Wenjun
    Zhu, Yingying
    Li, Yongxin
    INTERNET OF THINGS-BK, 2012, 312 : 667 - 672
  • [8] A new method for lithium-ion battery uniformity sorting based on internal criteria
    Lyu, Chao
    Song, Yankong
    Wang, Lixin
    Li, Junfu
    Zhang, Bin
    Liu, Enhui
    JOURNAL OF ENERGY STORAGE, 2019, 25
  • [9] Online state of charge estimation for lithium-ion batteries using improved fuzzy C-means sparrow backpropagation algorithm
    Hai, Nan
    Wang, Shunli
    Cao, Wen
    Blaabjerg, Frede
    Fernandez, Carlos
    JOURNAL OF ENERGY STORAGE, 2025, 119
  • [10] Spike sorting based on PCA and improved fuzzy c-means
    Yuyi
    Zhaoyun
    Liuhan
    Dong Bingchao
    Li Zhenxin
    PROCEEDINGS OF THE 3RD INTERNATIONAL CONFERENCE ON MECHATRONICS, ROBOTICS AND AUTOMATION (ICMRA 2015), 2015, 15 : 818 - 822
12345