Abstract: Medium and high voltage power cables are widely used in the electrical industry. This study describes about the implementation of continuous wavelet transform techniques to reject noise from on-line partial discharge measurements on cables. Different types of redundancy are detected and it is removed by the use of continuous wavelet transformation.