Energy storage power station lithium battery capacity estimation method based on constant voltage charging duration
The invention relates to an energy storage power station lithium battery capacity estimation method based on constant-voltage charging duration. Constant-voltage charging data and capacity data of a lithium battery are collected; according to the collected data, obtaining a constant-voltage charging...
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Main Authors | , , , , , , , , , , , , |
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Format | Patent |
Language | Chinese English |
Published |
20.10.2023
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Subjects | |
Online Access | Get full text |
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Summary: | The invention relates to an energy storage power station lithium battery capacity estimation method based on constant-voltage charging duration. Constant-voltage charging data and capacity data of a lithium battery are collected; according to the collected data, obtaining a constant-voltage charging duration, charging time and a differential charging time sequence; extracting features of the two time sequences, and forming a data set in combination with capacity label values; normalizing the data set and dividing the data set into a training set and a test set; building a multi-model combination regression model, and training and checking all regression models by using the training set and the test set; building a BP neural network, and training a BP model by using an estimation result of the multi-model combination regression model; and fusing output results of the three regression models by using a BP model and estimating the capacity of the battery. According to the method, a plurality of statistical chara |
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Bibliography: | Application Number: CN202310866399 |