Power battery inconsistency quantification method based on battery monomer voltage value

By extracting features from real vehicle operation data and establishing a neural network model, a four-dimensional quantitative evaluation is performed based on the voltage value of individual battery cells. This solves the inconsistency problem of power battery packs under different states of charge and aging conditions, and achieves accurate quantification and evaluation of individual battery cell performance.

CN118132959BActive Publication Date: 2026-05-29SOUTH CHINA UNIV OF TECH

Patent Information

Authority / Receiving Office
CN · China
Patent Type
Patents(China)
Current Assignee / Owner
SOUTH CHINA UNIV OF TECH
Filing Date
2024-03-29
Publication Date
2026-05-29

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Abstract

The application discloses a power battery inconsistency quantification method based on battery monomer voltage value, comprising the following steps: obtaining real-time reporting real vehicle operation data of electric vehicles stored in the cloud; extracting three types of feature data of vehicle motion state features, power driving system features and battery electric signal features from the real vehicle operation data, obtaining measured battery monomer voltage true value, and selecting a discharge data segment; establishing a neural network fusion model, determining a standard discharge data segment, training the neural network fusion model by using the three types of feature data and the battery monomer voltage true value until the model is well trained; dividing the to-be-tested discharge data segment into multiple subsegments, inputting the three types of feature data into the neural network fusion model, and calculating battery monomer voltage estimated values of the subsegments; comparing the voltage estimated values with the voltage true values, constructing a battery monomer inconsistency scoring matrix, and quantitatively evaluating the power battery inconsistency by using the inconsistency scoring matrix.
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