“Accurately and quickly identifying the cavitation state of water turbines is crucial for the efficient and safe operation of hydropower stations. This article introduces the research progress in the field of fault diagnosis of hydropower equipment. Researchers have established a CNN lightweight identification system based on knowledge distillation, providing a solution to the problems of slow recognition of complex models and low accuracy of simple models.”