“…The electric power grid consists of components like power generators, power transformers, switchyards, cables and transmission lines. Most of the existing diagnostic methods for these components are off-line methods, such as frequency response analysis [1] and dielectric spectroscopy [2], which involve a non-service stress of the component and financial loss of revenue during the tests. One widely used on-line method-Dissolved Gas in oil Analysis [3], is an integral method, where the measured gas concentrations can be either the result of a recent fault, or a result of running the component over a long time period.…”