Over years of continuous operation, the maintenance cost
of the power grid infrastructure tends to increase. Condition
based maintenance is a promising approach to increase reliability
(i.e., the availability of power grid asset operation) and
reduce maintenance costs [5]. Most failures of the power grid
are caused by electrical failures, while a key indicator of such
failures is the occurrence of different kinds of partial discharge