commutation failure, condition monitoring, fault warning, power disturbance, synchronous waveform dataA power disturbance generally refers to the phenomenon or event of three-phase voltage/current waveform distortion and deviation from an expected value, which includes steady-state voltage/current deviations, such as voltage/current imbalance and harmonics, and transient waveform abnor-malities, such as load switching and fault disturbance. The. During no-load transformer switching, the transient component leads to transformer saturation and forms an excitation surge current containing numerous harmonic components. This cur-rent is also known as the inrush current. During no-load closing, the core magnetic flux mainly comprises a steady-state compo-nent and a transient component, which dec. At the initial start-up stage, owing to its special structure and large slip, the equivalent circuit of the induction motor is close to the short-circuit state. The motor startup pro-duces a very large current whose amplitude can reach several times the rated current. In addition, it produces an evident voltage sag in power systems. With a gradual. In addition to the disturbance caused by impedance sudden change from the switching of various typical equipment in the system, various disturbance waveforms will be generated when the electrical equipment has a short circuit or breakdown fault, among which the most typical fault is the short circuit. In addi-tion to short-circuit faults, there are.