The invention discloses an ECMO equipment operation state monitoring method, and belongs to the technical field of ECMO equipment operation state monitoring. The method comprises the following steps: firstly, collecting vibration signals of a
blood pump at low, medium and high test rotating speeds through a
vibration sensor; carrying out mean value removal
processing on the signals, and carrying out weighted synthesis on low-frequency, intermediate-frequency and high-frequency fault enhancement signals based on
frequency band energy; extracting an energy abnormal synthetic value and an extreme value abnormal synthetic value for the fault enhancement
signal and the envelope
signal thereof; respectively splicing the two types of abnormal composite values of different frequency bands to obtain an energy abnormal splicing matrix and an extreme value abnormal splicing matrix; and finally,
processing the two matrixes by using an operation state evaluation neural network, outputting an operation state
score of the
blood pump, and realizing accurate monitoring of the operation state of the
blood pump of the ECMO equipment.