—The accurate battery pack model is of great significance for the strategy development and functional verification of battery management system with the advantages of the high repeatability, fast state switchin. ••Inconsistency modeling based on the variational auto-encoder.••. Due to the urgency of improving environmental pollution and energy shortage, lithium-ion batteries have been widely deployed in all kinds of electronic equipment, such. In order to simulate the real lithium-ion battery pack performance, it is necessary to obtain the distributions of different battery parameters, including capacity, SOC operation range,. The VAE contains two probability distribution models: one is used for variational inference of the input data to generate a variational probability distribution infere. 4.1. Battery pack inconsistencyBattery inconsistencies include cell capacity, internal resistance, SOC operation range, temperature distribution, etc. In this paper.