Open AccessIncremental Capacity Curve Based uniformity analysis for the energy and capacity utilization rate of lithium-ion Batteries
Author(s) -
Xuenan Zhang,
Wei Shi,
Huan Liu,
Yangmei Zhao
Publication year - 2021
Publication title -
iop conference series. earth and environmental science
Language(s) - English
Resource type - Journals
eISSN - 1755-1307
pISSN - 1755-1315
DOI - 10.1088/1755-1315/804/3/032063
Subject(s) - robustness (evolution) , consistency (knowledge bases) , multicollinearity , battery capacity , computer science , mathematical optimization , statistics , battery (electricity) , mathematics , regression analysis , artificial intelligence , chemistry , thermodynamics , biochemistry , power (physics) , physics , gene
The consistency problem of the cells will lead to a decrease in the energy and capacity utilization rate of battery, and even cause safety problems. The incremental capacity curve method can be used to study the uniformity of cells and it can acquire the internal parameter status directly, but its accuracy is limited by the curve drawing. This paper proposes a consistency analysis method to obtain the missing points through curve fitting and obtain a high-precision square capacity increment curve. This method uses partial least squares to solve the multicollinearity between feature parameters and introduces the variable projection importance index to judge the importance. Experiments show that after analysis, the rechargeable capacity of the battery can be increased by more than 9% compared with the traditional method, and it has good robustness and accuracy.