Firstly, A PD detection method based on multi-scale one dimensional convolutional neural network (MS-Conv1D) is proposed in this paper, which takes an arbitrary-long time series of fault signals as ...

The novel PV module fault detection methodology was presented in “Detecting the faults of solar photovoltaic module due to the temperature and shading effect by convolutional neural network ...

Accurate diagnosis of power transformer faults is essential for ensuring the stability and safety of electrical power systems. This research presents a comparative analysis of conventional machine ...

A framework for Inter-turn fault detection in transformers using wavelet analysis and deep ... capturing and processing current waveforms using Continuous Wavelet Transformers (CWT), and feeding them ...