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    Quality Classification of Lithium Battery in Microgrid Networks Based on Smooth Localized Complex Exponential Model by Zhelin Huang, Fangfang Yang

    Published 2021-01-01
    “…A smooth localized complex exponential periodogram is then calculated to obtain the time-frequency decomposition of the whole time series data for further classification. The experimental results show that, by using battery features extracted from the first 128 charge-discharge processes, the proposed method can accurately classify batteries into high-lifetime and low-lifetime groups, with classification accuracy and specificity as high as 95.12% and 92.5%, respectively.…”
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