The prediction results are placed in the hydraulic support single cycle support load template curve library for comparison, the load change template curve of the hydraulic support is determined by the classification algorithm, and compared with the threshold of the top plate disaster, if the predicted value exceeds the threshold of the top plate disaster, a disaster alarm is carried out
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