The invention relates to a
lithium ion battery expansion force
estimation method based on an ultrasonic
signal, and belongs to the technical field of battery monitoring. The method comprises the following steps: S1, fixing two ultrasonic sensors on the same side of a battery at an interval; s2, selecting a plurality of
lithium ion batteries integrated with ultrasonic sensors, applying a preload to the batteries by using a programmable dynamic load clamp, collecting
expansive force data in real time through a
force sensor, synchronously connecting a battery test
system, designing a constant-current charge-
discharge and NEDC dynamic working condition cycle experiment, and recording
voltage, current, temperature and
internal resistance data; s3, data
batch processing and
signal feature extraction are carried out on the collected waveform
original data, and battery current data and
expansive force data in the circulation process are extracted; s4, constructing a
random forest model, and training the model by taking the ultrasonic
signal feature data and the current data as model input and taking the
expansive force data as model output; and S5, carrying out lightweight
processing on the trained model.