A CNN recognition method for early stage of 10 kV single core cable based on sheath current

• Published in: Electric power systems research Vol. 184; p. 106292
• Main Authors: Chi, Peng, Zhang, Zhe, Liang, Rui, Cheng, Cheng, Chen, Shaokang
• Format: Journal Article
• Language: English
• Published: Amsterdam Elsevier B.V 01.07.2020; Elsevier Science Ltd
• Subjects: 10 kV single core cable; Artificial intelligence; Artificial neural networks; CNN; Computer simulation; Electric currents; Electricity generation; Feature recognition; Mutation; Mutation information; Neural networks; Sheath current; Sheaths; Simulation; State recognition; Waveforms; Wavelet transform; Wavelet transforms; Windows (intervals); Sheath current; Mutation information; CNN; Wavelet transform; State recognition; 10 kV single core cable

•Analysis of early state recognition of 10 kV cable from the angle of sheath current.•The mutation information in sheath current as the research subject.•Construct the state recognition matrix by waveform and energy characteristics.•A deep convolutional network adapted to cable state recognition.•Fo...