Algorithm to Determine the Knee Point on Capacity Fade Curves of Lithium-Ion Cells

被引:70
|
作者
Diao, Weiping [1 ]
Saxena, Saurabh [1 ]
Han, Bongtae [1 ]
Pecht, Michael [1 ]
机构
[1] Univ Maryland, CALCE, College Pk, MD 20742 USA
关键词
lithium-ion batteries; capacity fade; algorithm; knee point identification; slope-changing ratio; CYCLE LIFE; BATTERIES;
D O I
10.3390/en12152910
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
Lithium-ion batteries typically exhibit a transition to a more rapid capacity fade trend when subjected to extended charge-discharge cycles and storage conditions. The identification of the knee point can be valuable to identify the more severe degradation trend, and to provide guidance when scheduling battery replacements and planning secondary uses of the battery. However, a concise and repeatable determination of a knee point has not been documented. This paper provides a definition of the knee point which can be used as a degradation metric, and develops an algorithm to identify it. The algorithm is implemented on various data cases, and the results indicate that the approach provides repeatable knee point identification.
引用
收藏
页数:9
相关论文
共 50 条
  • [1] Modeling capacity fade in lithium-ion cells
    Liaw, BY
    Jungst, RG
    Nagasubramanian, G
    Case, HL
    Doughty, DH
    JOURNAL OF POWER SOURCES, 2005, 140 (01) : 157 - 161
  • [2] Studies on capacity fade of lithium-ion batteries
    Zhang, D
    Popov, BN
    Haran, BS
    White, RE
    Podrazhansky, YM
    LITHIUM BATTERIES, PROCEEDINGS, 2000, 99 (25): : 645 - 656
  • [3] Studies on capacity fade of lithium-ion batteries
    Zhang, D
    Haran, BS
    Durairajan, A
    White, RE
    Podrazhansky, Y
    Popov, BN
    JOURNAL OF POWER SOURCES, 2000, 91 (02) : 122 - 129
  • [4] Simulation of capacity fade in lithium-ion batteries
    Spotnitz, R
    JOURNAL OF POWER SOURCES, 2003, 113 (01) : 72 - 80
  • [5] Stress evolution and capacity fade in constrained lithium-ion pouch cells
    Cannarella, John
    Arnold, Craig B.
    JOURNAL OF POWER SOURCES, 2014, 245 : 745 - 751
  • [6] Methodology to determine the heat capacity of lithium-ion cells
    Bryden, Thomas S.
    Dimitrov, Borislav
    Hilton, George
    de Leon, Carlos Ponce
    Bugryniec, Peter
    Brown, Solomon
    Cumming, Denis
    Cruden, Andrew
    JOURNAL OF POWER SOURCES, 2018, 395 : 369 - 378
  • [7] A Novel Capacity Fade Model of Lithium-Ion Cells Considering the Influence of Stress
    Luo, Pengfei
    Li, Peichao
    Ma, Dezheng
    Wang, Keyong
    Zhang, Hengyun
    JOURNAL OF THE ELECTROCHEMICAL SOCIETY, 2021, 168 (09)
  • [8] Effects of Cycling Ranges on Stress and Capacity Fade in Lithium-Ion Pouch Cells
    Liu, Xinyi M.
    Arnold, Craig B.
    JOURNAL OF THE ELECTROCHEMICAL SOCIETY, 2016, 163 (13) : A2501 - A2507
  • [9] Capacity degradation analysis and knee point prediction for lithium-ion batteries
    Wang, Teng
    Zhu, Yuhao
    Zhao, Wenyuan
    Gong, Yichang
    Zhang, Zhen
    Gao, Wei
    Shang, Yunlong
    GREEN ENERGY AND INTELLIGENT TRANSPORTATION, 2024, 3 (05):
  • [10] Capacity fade model of Lithium-ion batteries for Practical use
    Imamura, Wataru
    Eda, Noriataka
    Tanaka, Kenji
    Horie, Hideaki
    Akimoto, Hiromichi
    IMPROVING COMPLEX SYSTEMS TODAY, 2011, : 441 - 448