Wu proposed a narrowband noise-assisted multivariable EMD (NA-MEMD) method to obtain the time-frequency characteristics of multi-channel vibration signals during OLTC switching.This method overcomes some shortcomings of traditional methods and has high fault diagnosise fficiency. However,this method relies on matrix similarity to judge fault types, and the judgment index is relatively single, which is easy to cause misjudgment.