We introduce the problem of contamination of vibration signals with EMI.

The nature of such interference is clearly explained.

The performance of established diagnostic techniques is shown to be affected by EMI.

An approach based on traditional Spectral Kurtosis gives improved diagnostic results.

Method is applied to measured and simulated signals with EMI to show improved results.