The invention discloses a battery
safety risk grade early warning and evaluation method, and relates to the technical field of
lithium ion batteries, and the method comprises the steps: collecting battery operation data, carrying out the
processing to obtain a capacity attenuation characteristic and an
internal resistance growth characteristic, and obtaining a degradation characteristic parameter related to the temperature through an Arrhenius model; estimating
capacity loss trends at different temperatures and time; inputting the multi-source
time sequence data into a long short-
term memory network, and predicting the capacity and
internal resistance change of a plurality of cycles in the future; and in combination with a life end criterion, calculating the remaining service life, fusing the remaining service life with the
degradation index of the aging model and the
degradation index of the capacity model, generating a safety state index, and outputting a battery
safety risk grade and corresponding early warning information. According to the invention, overall
safety risk assessment can be provided for the whole
battery system, accurate monitoring and early warning can be carried out on the single batteries or local modules, and the safety and reliability of battery operation can be improved.