A Fast Impedance Measurement Method for Lithium-Ion Battery Using Power Spectrum Property

被引:18
|
作者
Peng, Jichang [1 ]
Meng, Jinhao [2 ]
Du, Xinghao [2 ]
Cai, Lei [3 ,4 ]
Stroe, Daniel-Ioan [5 ]
机构
[1] Nanjing Inst Technol, Smart Grid Res Inst, Nanjing 211167, Peoples R China
[2] Sichuan Univ, Coll Elect Engn, Chengdu 610065, Peoples R China
[3] Xian Univ Technol, Fac Comp Sci & Engn, Xian 710048, Peoples R China
[4] Xian Univ Technol, Shaanxi Key Lab Network Comp & Secur Technol, Xian 710048, Peoples R China
[5] Aalborg Univ, AAU Energy, DK-9220 Aalborg, Denmark
关键词
Electrochemical impedance spectroscopy (EIS); lithium-ion battery; power spectrum (PS); pseudoran-dom sequence (PRS); statistical selection; IDENTIFICATION; TEMPERATURE; EXCITATION; SYSTEM;
D O I
10.1109/TII.2022.3217474
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Electrochemical impedance spectroscopy (EIS) can provide fruitful information for Lithium-ion (Li-ion) battery modeling and diagnosis, yet EIS measurement is time-consuming with low-frequency signal injection. By stacking a group of broadband signals, pseudorandom sequence (PRS) makes it possible to obtain the battery EIS in a few seconds at the expense of measurement accuracy and signal-to-noise ratio (SNR). Thus, this article focuses on developing a highly effective signal processing procedure to extract useful information from the PRS for accurate EIS measurement. To enhance the ability of the data cleaning procedure, a three-dimensional cloud is first reconstructed for each impedance by integrating its power spectrum (PS). The impedance with lower PS can be easily removed through a statistical based multiple selection mechanism, which enables the extraction of the EIS without altering the original measurement. Experimental results on a 3000 mAh Li-ion battery prove the effectiveness of the proposed method.
引用
收藏
页码:8253 / 8261
页数:9
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