The invention provides a motor
stator vibration suppression method and
system based on an electromagnetic pad and
deep learning, and relates to the field of electrical technology, and the method comprises the steps: collecting a vibration
signal of a motor
stator, and carrying out the preprocessing of the vibration
signal; inputting the preprocessed
signal into a
deep learning model, and training and optimizing the
deep learning model; fusing the features through a full connection layer to obtain a comprehensive
feature vector; predicting the future vibration state of the motor
stator by using the comprehensive
feature vector; establishing an electromagnetic force model, and designing an
adaptive control law based on the predicted future vibration state and the electromagnetic force model; electromagnetic force required by vibration suppression is calculated by using a self-
adaptive control law and is converted into a
control signal to adjust the electromagnetic pad; a multi-objective optimization
algorithm is used to consider the vibration suppression effect and
energy consumption at the same time, an
adaptive control law is adjusted, and closed-loop
feedback control is formed to continuously optimize the vibration suppression effect.