In this paper, we focus on the problem of obtaining a compact and accurate fuzzy rule-base classification method for audio signals. fuzzy c-Means (FCM) clustering algorithm with jumping-gene optimization is applied to the classification tasks. the novel audio classification scheme classifies audio data into speech, music and background sound. a new feature for audio classification is introduced in this paper. experimental results indicate that the proposed algorithm can produce satisfactory results, especially for music signals.