1. A method of classifying an unknown electronic component comprising: temporarily installing a plurality of known electronic components into a component interface of an electronic component authentication system for signal measurement; measuring, during an idle state, a noise signal for each of the plurality of known electronic components via the component interface; building a classifier based on the noise signals of the plurality of known electronic components; and classifying the unknown electronic component using the classifier.