Rapid Broadband Impedance Acquisition of Lithium-Ion Batteries Based on Measurement Evaluating and Impedance Filtering

被引:8
|
作者
Zhang, Yingmin [1 ]
Du, Xinghao [1 ]
Meng, Jinhao [2 ]
Jiang, Qin [1 ]
Peng, Jichang [3 ]
Liu, Tianqi [1 ]
机构
[1] Sichuan Univ, Coll Elect Engn, Chengdu 610017, Peoples R China
[2] Xi An Jiao Tong Univ, Sch Elect Engn, Xian 710049, Peoples R China
[3] Nanjing Inst Technol, Smart Grid Res Inst, Nanjing 211167, Peoples R China
关键词
Impedance measurements; lithium-ion battery (LIB); pseudorandom sequence (PRS); INTERNAL TEMPERATURE; STATE; CHARGE; IDENTIFICATION; MODEL; SIGNALS;
D O I
10.1109/TTE.2023.3243032
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Battery impedance contains valuable information concerning state estimation and fault diagnosis, while online impedance measurements attract increasing research interest. The pseudorandom sequence (PRS) signal enables a fast and low-complexity impedance measurement for Lithium-ion (Li-ion) batteries (LIBs) yet with the drawback of an inadequate signal-to-noise ratio (SNR) that easily leads to a biased result, while very few studies have existed to process the non-uniformly distributed impedance data with large biases. Motivated by this, this work proposes a novel measurement evaluating procedure (MEP) and a 2-D Gaussian Filter (2-DGF) for enhancing the performance of the PRS method. The MEP weights the impedance measurement data based on the signal power spectrum and determines the gaussian probability distributions (GPDs) of the impedance data to eliminate interference from the abnormal data. The 2-DGF is further carried out on a semi-logarithmic scale to process the nonuniform impedance measurements, which avoids constantly adjusting the filtering windows. Experimental studies validate the proposed method under the different states of charges (SOCs) and ambient temperatures. The results present the good accuracy and robustness of the proposed method under different cases.
引用
收藏
页码:4888 / 4897
页数:10
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