Introduction: Incipient faults of distribution networks, if not detected at an early stage, could evolve into permanent and result in significant economic losses. It is necessary to detect incipient improve power grid security. However, due the short duration unapparent waveform distortion, are difficult identify. In addition, usually have a small data volume, which compromises their pattern re...