Abstract The safe and reliable operation of power transmission lines is the key to sustainable stable grids. Using artificial intelligence techniques for channel status monitoring greatly improves inspection efficiency lines. However, discrimination mostly conducted on cloud side, which does not meet requirement real-time processing. In this paper, we build an intelligent system based edge comp...