Our Deep Discovering model, or disruption predictor, is manufactured up of the aspect extractor plus a classifier, as is shown in Fig. one. The aspect extractor includes ParallelConv1D levels and LSTM levels. The ParallelConv1D levels are designed to extract spatial characteristics and temporal features with a relatively compact time scale. http://bihao.xyz