Impedance evaluation of Li-ion battery with different continuous mother wavelets: A comparative study
Publish place: Automotive Science and Engineering، Vol: 13، Issue: 1
Publish Year: 1401
Type: Journal paper
Language: English
View: 317
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Document National Code:
JR_IJAEIU-13-1_003
Index date: 25 December 2023
Impedance evaluation of Li-ion battery with different continuous mother wavelets: A comparative study abstract
As electric vehicles become more popular, we need to keep improving the lithium-ion batteries that power them. Electrochemical impedance spectroscopy (EIS) is used based on a discrete random binary sequence (DRBS) to reduce excitation time in the low-frequency region and excite the input of the battery. In this paper, voltage and current signals are processed with wavelet transform for impedance evaluation. In using wavelet transform, choosing the most optimal mother wavelet is crucial for impedance evaluation since different mother wavelets can produce different results. We aim to compare three types of continuous Morse mother wavelet, continuous Morlet, and continuous lognormal wavelet, which are among the most important mother wavelets, to determine the best method for impedance evaluation. We used the dynamic time-warping algorithm to quantify the difference between the initial values obtained from standard laboratory equipment and the impedance evaluation through three different continuous wavelets. Our proposed method (lognormal wavelet) has the lowest difference (3.4086) from the initial values compared to the Morlet (3.5504), and Morse (3.5457) methods. As a result, our simulation shows that the lognormal wavelet transform is the best method for impedance evaluation compared to Morlet and Morse wavelets.
Impedance evaluation of Li-ion battery with different continuous mother wavelets: A comparative study Keywords:
discrete random binary sequence
continuous wavelet transform
lithium-ion battery
dynamic time warping
Impedance evaluation of Li-ion battery with different continuous mother wavelets: A comparative study authors
Mahdi Khoorishandiz
Iran University of Science and Technology
Abdollah Amirkhani
Iran University of Science and Technology