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To be able to validate whether or not the design did seize standard and customary patterns among the distinct tokamaks Despite having wonderful dissimilarities in configuration and operation routine, and also to examine the position that each Section of the model performed, we additional built extra numerical experiments as is shown in Fig. 6. The numerical experiments are suitable for interpretable investigation of your transfer model as is explained in Table 3. In Each individual case, a special part of the design is frozen. In the event that 1, the bottom levels from the ParallelConv1D blocks are frozen. Just in case 2, all layers with the ParallelConv1D blocks are frozen. In case 3, all levels in ParallelConv1D blocks, in addition to the LSTM levels are frozen.
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We presume that the ParallelConv1D layers are alleged to extract the feature in a frame, and that is a time slice of 1 ms, although the LSTM levels aim far more on extracting the options in a longer time scale, which can be tokamak dependent.
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