Attention-Enhanced CNN–LSTM Integration for Rapid Detection of Aviation DC Series Arc Faults
More-electric aircraft increasingly use high-voltage direct-current (HVDC) distribution, where low pressure, vibration, and variable loads complicate DC series arc-fault detection. This article proposes a mechanism-guided convolutional neural network–LSTM attention model using four current descriptors: standard deviati...