Whatever the features, the SVM can be constructed to extract them-e.g. https://www.aclweb.org/anthology/I05-1033 To construct it for radio signals, however, it is necessary to learn what are the features that characterize the radio signals of interest. SVMs don't know or care that the signal is a radio signal-that's what humans are for.