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Our deep Understanding model, or disruption predictor, is built up of the characteristic extractor plus a classifier, as is shown in Fig. 1. The element extractor is made up of ParallelConv1D layers and LSTM layers. The ParallelConv1D layers are intended to extract spatial options and temporal characteristics with a relatively small time scale. Di