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In view of the shortage of transformer fault detection and prediction in power supply and distribution network, proposed a transformer fault detection method based on deep learning, introduced in detail the methods and steps of transformer monitoring data preprocessing, gave the specific structure and learning process of deep learning network. The results of network learning show that the fault detection method is effective and practical.