I. Introduction
Partial discharge (PD) measurement is one of the commonly adopted methods for on-line monitoring and assessing insulation systems of power transformers. However, a variety of environmental interference and noise could be imposed on the signals, which are acquired by PD sensors. These interference and noise can be generated from diverse sources and exhibit different distribution properties, such as sinusoidal, periodic, Gaussian, and stochastic behaviors [1], [2].