Based on the flight data recorded by FDR equipped on a certain aircraft, the model of inertial phase of aero-engine vibration is established by Support Vector Regression (SVR). The abnormal vibration is detected by the difference between the output of model and the real value recorded. According to real malfunction samples, a referenced criterion of malfunction monitoring is given. The existing malfunction samples proved this method to be effective.