Analysis of the number of replicates required for Li-ion battery degradation testing

被引:0
作者
Frenander, Kristian [1 ,2 ]
Thiringer, Torbjorn [1 ]
机构
[1] Chalmers Univ Technol, Dept Elect Engn, SE-412 96 Gothenburg, Sweden
[2] Volvo Car Corp, SE-40531 Gothenburg, Sweden
关键词
Li-ion batteries; State of health; Battery aging; Aging statistics; TO-CELL VARIATIONS; INHOMOGENEITIES;
D O I
10.1016/j.est.2024.114014
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
Aging prediction of Lithium Ion Batteries is of major importance for assessing both longevity and sustainability of any battery system. In addition to the aging itself, aging trajectories are also dependent on the cell-to-cell variability that is caused by production tolerances. To be able to accurately model and predict the aging of battery systems, researchers and manufacturers must thus take the cell-to-cell variability into account when modelling battery aging. This paper contributes to the methodology for including cell-to-cell variability in aging testing by generating empirical aging data for a large number of replicates of commercial battery cells and assessing prediction stability. The conclusion from several different methods of evaluation is that a minimum of 4 replicates is required to accurately capture cell-to-cell variability in aging testing and modelling. The typical variance for the tested cells was about 10% of the capacity lost at any given point in testing.
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页数:9
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  • [1] Towards Ferry Electrification in the Maritime Sector
    Anwar, Sadia
    Zia, Muhammad Yousuf Irfan
    Rashid, Muhammad
    Rubens, Gerardo Zarazua de
    Enevoldsen, Peter
    [J]. ENERGIES, 2020, 13 (24)
  • [2] Closed-loop optimization of fast-charging protocols for batteries with machine learning
    Attia, Peter M.
    Grover, Aditya
    Jin, Norman
    Severson, Kristen A.
    Markov, Todor M.
    Liao, Yang-Hung
    Chen, Michael H.
    Cheong, Bryan
    Perkins, Nicholas
    Yang, Zi
    Herring, Patrick K.
    Aykol, Muratahan
    Harris, Stephen J.
    Braatz, Richard D.
    Ermon, Stefano
    Chueh, William C.
    [J]. NATURE, 2020, 578 (7795) : 397 - +
  • [3] Production caused variation in capacity aging trend and correlation to initial cell performance
    Baumhoefer, Thorsten
    Bruehl, Manuel
    Rothgang, Susanne
    Sauer, Dirk Uwe
    [J]. JOURNAL OF POWER SOURCES, 2014, 247 : 332 - 338
  • [4] Inhomogeneities and Cell-to-Cell Variations in Lithium-Ion Batteries, a Review
    Beck, David
    Dechent, Philipp
    Junker, Mark
    Sauer, Dirk Uwe
    Dubarry, Matthieu
    [J]. ENERGIES, 2021, 14 (11)
  • [5] Degradation diagnostics for lithium ion cells
    Birkl, Christoph R.
    Roberts, Matthew R.
    McTurk, Euan
    Bruce, Peter G.
    Howey, David A.
    [J]. JOURNAL OF POWER SOURCES, 2017, 341 : 373 - 386
  • [6] Micro-fault diagnosis of electric vehicle batteries based on the evolution of battery consistency relative position
    Chang, Chun
    Zhou, XiaPing
    Jiang, Jiuchun
    Gao, Yang
    Jiang, Yan
    Wu, Tiezhou
    [J]. JOURNAL OF ENERGY STORAGE, 2022, 52
  • [7] Influence of state of charge window on the degradation of Tesla lithium-ion battery cells
    Chowdhury, Nildari Roy
    Smith, Alexander J.
    Frenander, Kristian
    Mikheenkova, Anastasiia
    Lindstrom, Rakel Wreland
    Thiringer, Torbjorn
    [J]. JOURNAL OF ENERGY STORAGE, 2024, 76
  • [8] One Law to Rule Them All: Stretched Exponential Master Curve of Capacity Fade for Li-Ion Batteries
    Cuervo-Reyes, Eduardo
    Fluckiger, Reto
    [J]. JOURNAL OF THE ELECTROCHEMICAL SOCIETY, 2019, 166 (08) : A1463 - A1470
  • [9] Estimation of Li-Ion Degradation Test Sample Sizes Required to Understand Cell-to-Cell Variability
    Dechent, Philipp
    Greenbank, Samuel
    Hildenbrand, Felix
    Jbabdi, Saad
    Sauer, Dirk Uwe
    Howey, David A.
    [J]. BATTERIES & SUPERCAPS, 2021, 4 (12) : 1821 - 1829
  • [10] Performance Metrics Required of Next Generation Batteries to Electrify Vertical Takeoff and Landing (VTOL) Aircraft
    Fredericks, William L.
    Sripad, Shashank
    Bower, Geoffrey C.
    Viswanathan, Venkatasubramanian
    [J]. ACS ENERGY LETTERS, 2018, 3 (12): : 2989 - 2994